{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-03-02T01:38:58.937477Z",
     "start_time": "2019-03-02T01:38:54.478018Z"
    }
   },
   "outputs": [],
   "source": [
    "#先引入后面可能用到的包（package）\n",
    "import pandas as pd  \n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline   \n",
    "\n",
    "#正常显示画图时出现的中文和负号\n",
    "from pylab import mpl\n",
    "mpl.rcParams['font.sans-serif']=['SimHei']\n",
    "mpl.rcParams['axes.unicode_minus']=False"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-03-02T01:39:07.038600Z",
     "start_time": "2019-03-02T01:39:06.988691Z"
    }
   },
   "outputs": [],
   "source": [
    "#引入TA-Lib库\n",
    "import talib as ta"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-03-03T02:58:53.161969Z",
     "start_time": "2019-03-03T02:58:53.141026Z"
    }
   },
   "outputs": [],
   "source": [
    "#获取交易数据用于示例分析\n",
    "import tushare as ts\n",
    "def get_data(code,start='2015-01-01'):\n",
    "    df=ts.get_k_data(code,start)\n",
    "    df.index=pd.to_datetime(df.date)\n",
    "    df=df.sort_index()\n",
    "    return df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-03-03T04:15:19.546652Z",
     "start_time": "2019-03-03T04:15:19.282578Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>open</th>\n",
       "      <th>close</th>\n",
       "      <th>high</th>\n",
       "      <th>low</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2015-01-05</th>\n",
       "      <td>3258.63</td>\n",
       "      <td>3350.52</td>\n",
       "      <td>3369.28</td>\n",
       "      <td>3253.88</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-01-06</th>\n",
       "      <td>3330.80</td>\n",
       "      <td>3351.45</td>\n",
       "      <td>3394.22</td>\n",
       "      <td>3303.18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-01-07</th>\n",
       "      <td>3326.65</td>\n",
       "      <td>3373.95</td>\n",
       "      <td>3374.90</td>\n",
       "      <td>3312.21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-01-08</th>\n",
       "      <td>3371.96</td>\n",
       "      <td>3293.46</td>\n",
       "      <td>3381.57</td>\n",
       "      <td>3285.09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-01-09</th>\n",
       "      <td>3276.97</td>\n",
       "      <td>3285.41</td>\n",
       "      <td>3404.83</td>\n",
       "      <td>3267.51</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               open    close     high      low\n",
       "date                                          \n",
       "2015-01-05  3258.63  3350.52  3369.28  3253.88\n",
       "2015-01-06  3330.80  3351.45  3394.22  3303.18\n",
       "2015-01-07  3326.65  3373.95  3374.90  3312.21\n",
       "2015-01-08  3371.96  3293.46  3381.57  3285.09\n",
       "2015-01-09  3276.97  3285.41  3404.83  3267.51"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#获取上证指数收盘价、最高、最低价格\n",
    "df=get_data('sh')[['open','close','high','low']]\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Price Transform 价格转换"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-03-03T04:40:12.121782Z",
     "start_time": "2019-03-03T04:40:12.090868Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>open</th>\n",
       "      <th>close</th>\n",
       "      <th>high</th>\n",
       "      <th>low</th>\n",
       "      <th>average</th>\n",
       "      <th>median</th>\n",
       "      <th>typical</th>\n",
       "      <th>weight</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2015-01-05</th>\n",
       "      <td>3258.63</td>\n",
       "      <td>3350.52</td>\n",
       "      <td>3369.28</td>\n",
       "      <td>3253.88</td>\n",
       "      <td>3308.0775</td>\n",
       "      <td>3311.580</td>\n",
       "      <td>3324.560000</td>\n",
       "      <td>3331.0500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-01-06</th>\n",
       "      <td>3330.80</td>\n",
       "      <td>3351.45</td>\n",
       "      <td>3394.22</td>\n",
       "      <td>3303.18</td>\n",
       "      <td>3344.9125</td>\n",
       "      <td>3348.700</td>\n",
       "      <td>3349.616667</td>\n",
       "      <td>3350.0750</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-01-07</th>\n",
       "      <td>3326.65</td>\n",
       "      <td>3373.95</td>\n",
       "      <td>3374.90</td>\n",
       "      <td>3312.21</td>\n",
       "      <td>3346.9275</td>\n",
       "      <td>3343.555</td>\n",
       "      <td>3353.686667</td>\n",
       "      <td>3358.7525</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-01-08</th>\n",
       "      <td>3371.96</td>\n",
       "      <td>3293.46</td>\n",
       "      <td>3381.57</td>\n",
       "      <td>3285.09</td>\n",
       "      <td>3333.0200</td>\n",
       "      <td>3333.330</td>\n",
       "      <td>3320.040000</td>\n",
       "      <td>3313.3950</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-01-09</th>\n",
       "      <td>3276.97</td>\n",
       "      <td>3285.41</td>\n",
       "      <td>3404.83</td>\n",
       "      <td>3267.51</td>\n",
       "      <td>3308.6800</td>\n",
       "      <td>3336.170</td>\n",
       "      <td>3319.250000</td>\n",
       "      <td>3310.7900</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               open    close     high      low    average    median  \\\n",
       "date                                                                  \n",
       "2015-01-05  3258.63  3350.52  3369.28  3253.88  3308.0775  3311.580   \n",
       "2015-01-06  3330.80  3351.45  3394.22  3303.18  3344.9125  3348.700   \n",
       "2015-01-07  3326.65  3373.95  3374.90  3312.21  3346.9275  3343.555   \n",
       "2015-01-08  3371.96  3293.46  3381.57  3285.09  3333.0200  3333.330   \n",
       "2015-01-09  3276.97  3285.41  3404.83  3267.51  3308.6800  3336.170   \n",
       "\n",
       "                typical     weight  \n",
       "date                                \n",
       "2015-01-05  3324.560000  3331.0500  \n",
       "2015-01-06  3349.616667  3350.0750  \n",
       "2015-01-07  3353.686667  3358.7525  \n",
       "2015-01-08  3320.040000  3313.3950  \n",
       "2015-01-09  3319.250000  3310.7900  "
      ]
     },
     "execution_count": 93,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#开盘价，最高价，最低价，收盘价的均值\n",
    "df['average']=ta.AVGPRICE(df.open,df.high,df.low,df.close)\n",
    "#最高价，最低价的均值\n",
    "df['median']=ta.MEDPRICE(df.high,df.low)\n",
    "#最高价，最低价，收盘价的均值\n",
    "df['typical']=ta.TYPPRICE(df.high,df.low,df.close)\n",
    "#最高价，最低价，收盘价的加权\n",
    "df['weight']=ta.WCLPRICE(df.high,df.low,df.close)\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 107,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-03-03T08:47:09.154526Z",
     "start_time": "2019-03-03T08:47:08.913842Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.loc['2019-01-08':,['close','average','median','typical','weight']].plot(figsize=(12,6))\n",
    "ax = plt.gca()  \n",
    "ax.spines['right'].set_color('none') \n",
    "ax.spines['top'].set_color('none')   \n",
    "plt.title('上证指数及其价格转换',fontsize=15)\n",
    "plt.xlabel('')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Cycle Indicator Functions周期指标函数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 110,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-03-03T09:42:25.940132Z",
     "start_time": "2019-03-03T09:42:25.639615Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>open</th>\n",
       "      <th>close</th>\n",
       "      <th>high</th>\n",
       "      <th>low</th>\n",
       "      <th>dcperiod</th>\n",
       "      <th>dcphase</th>\n",
       "      <th>inhpase</th>\n",
       "      <th>quadrature</th>\n",
       "      <th>sine</th>\n",
       "      <th>leadsine</th>\n",
       "      <th>trendmode</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2019-02-25</th>\n",
       "      <td>2838.39</td>\n",
       "      <td>2961.28</td>\n",
       "      <td>2961.80</td>\n",
       "      <td>2838.39</td>\n",
       "      <td>27.163520</td>\n",
       "      <td>159.841043</td>\n",
       "      <td>54.272101</td>\n",
       "      <td>17.053331</td>\n",
       "      <td>0.344626</td>\n",
       "      <td>-0.420102</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-02-26</th>\n",
       "      <td>2969.10</td>\n",
       "      <td>2941.52</td>\n",
       "      <td>2995.68</td>\n",
       "      <td>2938.62</td>\n",
       "      <td>26.121407</td>\n",
       "      <td>158.691623</td>\n",
       "      <td>80.162728</td>\n",
       "      <td>0.800324</td>\n",
       "      <td>0.363387</td>\n",
       "      <td>-0.401814</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-02-27</th>\n",
       "      <td>2939.93</td>\n",
       "      <td>2953.82</td>\n",
       "      <td>2997.49</td>\n",
       "      <td>2924.64</td>\n",
       "      <td>25.476232</td>\n",
       "      <td>159.406324</td>\n",
       "      <td>61.468943</td>\n",
       "      <td>5.158592</td>\n",
       "      <td>0.351738</td>\n",
       "      <td>-0.413205</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-02-28</th>\n",
       "      <td>2950.05</td>\n",
       "      <td>2940.95</td>\n",
       "      <td>2965.30</td>\n",
       "      <td>2930.20</td>\n",
       "      <td>25.696272</td>\n",
       "      <td>159.937199</td>\n",
       "      <td>64.608268</td>\n",
       "      <td>56.088474</td>\n",
       "      <td>0.343050</td>\n",
       "      <td>-0.421625</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-03-01</th>\n",
       "      <td>2954.40</td>\n",
       "      <td>2994.00</td>\n",
       "      <td>2994.00</td>\n",
       "      <td>2930.83</td>\n",
       "      <td>26.706419</td>\n",
       "      <td>160.543443</td>\n",
       "      <td>75.916101</td>\n",
       "      <td>181.937700</td>\n",
       "      <td>0.333092</td>\n",
       "      <td>-0.431195</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               open    close     high      low   dcperiod     dcphase  \\\n",
       "date                                                                    \n",
       "2019-02-25  2838.39  2961.28  2961.80  2838.39  27.163520  159.841043   \n",
       "2019-02-26  2969.10  2941.52  2995.68  2938.62  26.121407  158.691623   \n",
       "2019-02-27  2939.93  2953.82  2997.49  2924.64  25.476232  159.406324   \n",
       "2019-02-28  2950.05  2940.95  2965.30  2930.20  25.696272  159.937199   \n",
       "2019-03-01  2954.40  2994.00  2994.00  2930.83  26.706419  160.543443   \n",
       "\n",
       "              inhpase  quadrature      sine  leadsine  trendmode  \n",
       "date                                                              \n",
       "2019-02-25  54.272101   17.053331  0.344626 -0.420102          1  \n",
       "2019-02-26  80.162728    0.800324  0.363387 -0.401814          1  \n",
       "2019-02-27  61.468943    5.158592  0.351738 -0.413205          1  \n",
       "2019-02-28  64.608268   56.088474  0.343050 -0.421625          1  \n",
       "2019-03-01  75.916101  181.937700  0.333092 -0.431195          1  "
      ]
     },
     "execution_count": 110,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df=get_data('sh')[['open','close','high','low']]\n",
    "df['dcperiod']=ta.HT_DCPERIOD(df.close)\n",
    "df['dcphase']=ta.HT_DCPHASE(df.close)\n",
    "df['inhpase'],df['quadrature']=ta.HT_PHASOR(df.close)\n",
    "df['sine'],df['leadsine']=sine, leadsine = ta.HT_SINE(df.close)\n",
    "df['trendmode']=ta.HT_TRENDMODE(df.close)\n",
    "df.tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 115,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-03-03T09:51:28.698616Z",
     "start_time": "2019-03-03T09:51:26.774889Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1296 with 8 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#将上述函数计算得到的结果进行可视化\n",
    "df[['close','dcperiod','dcphase','inhpase','quadrature','sine','leadsine','trendmode']].plot(figsize=(20,18),\n",
    "       subplots = True,layout=(4, 2))\n",
    "plt.subplots_adjust(wspace=0,hspace=0.2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Volatility Indicator Functions 波动率指标函数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 182,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-03-03T11:20:50.076212Z",
     "start_time": "2019-03-03T11:20:49.752825Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>open</th>\n",
       "      <th>close</th>\n",
       "      <th>high</th>\n",
       "      <th>low</th>\n",
       "      <th>atr</th>\n",
       "      <th>natr</th>\n",
       "      <th>trange</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2019-02-25</th>\n",
       "      <td>2838.39</td>\n",
       "      <td>2961.28</td>\n",
       "      <td>2961.80</td>\n",
       "      <td>2838.39</td>\n",
       "      <td>47.837298</td>\n",
       "      <td>1.615426</td>\n",
       "      <td>157.57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-02-26</th>\n",
       "      <td>2969.10</td>\n",
       "      <td>2941.52</td>\n",
       "      <td>2995.68</td>\n",
       "      <td>2938.62</td>\n",
       "      <td>48.496062</td>\n",
       "      <td>1.648674</td>\n",
       "      <td>57.06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-02-27</th>\n",
       "      <td>2939.93</td>\n",
       "      <td>2953.82</td>\n",
       "      <td>2997.49</td>\n",
       "      <td>2924.64</td>\n",
       "      <td>50.235629</td>\n",
       "      <td>1.700700</td>\n",
       "      <td>72.85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-02-28</th>\n",
       "      <td>2950.05</td>\n",
       "      <td>2940.95</td>\n",
       "      <td>2965.30</td>\n",
       "      <td>2930.20</td>\n",
       "      <td>49.154513</td>\n",
       "      <td>1.671382</td>\n",
       "      <td>35.10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-03-01</th>\n",
       "      <td>2954.40</td>\n",
       "      <td>2994.00</td>\n",
       "      <td>2994.00</td>\n",
       "      <td>2930.83</td>\n",
       "      <td>50.155619</td>\n",
       "      <td>1.675204</td>\n",
       "      <td>63.17</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               open    close     high      low        atr      natr  trange\n",
       "date                                                                       \n",
       "2019-02-25  2838.39  2961.28  2961.80  2838.39  47.837298  1.615426  157.57\n",
       "2019-02-26  2969.10  2941.52  2995.68  2938.62  48.496062  1.648674   57.06\n",
       "2019-02-27  2939.93  2953.82  2997.49  2924.64  50.235629  1.700700   72.85\n",
       "2019-02-28  2950.05  2940.95  2965.30  2930.20  49.154513  1.671382   35.10\n",
       "2019-03-01  2954.40  2994.00  2994.00  2930.83  50.155619  1.675204   63.17"
      ]
     },
     "execution_count": 182,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df=get_data('sh')[['open','close','high','low']]\n",
    "df['atr']=ta.ATR(df.high, df.low, df.close, timeperiod=14)\n",
    "df['natr']=ta.NATR(df.high, df.low, df.close, timeperiod=14)\n",
    "df['trange']=ta.TRANGE(df.high, df.low, df.close)\n",
    "df.tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 183,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-03-03T11:20:51.280947Z",
     "start_time": "2019-03-03T11:20:50.381355Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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kpJCfn09lZWWTsWCWLFlCRkYGGRkZFBQUdNncey1/kKG5wo/Ryb6tryh09cnwz0lERKQTWg0yGIZxEVAJHAfOBa4wDGOTYRhLDcNwABcCb5umaQIrgNnNjJ22ql0t11Aor/EQH9X2IEOdaXZ2SiIiIo0UFxdz11138eKLLxIXF0d1dTUAFRUV1NXVBR0LZvHixWzZsoUtW7aQlpbWZfPvtVrLZPAHH/zbGgUZRESkZ2sxyGAYRgTwIHC/b2gzcLFpmjMBJ3AZEAvk+I4XAwOaGQt2/cWGYWwxDGNLX/62I7e0OrB/39928Ls1BxodL6txkxDtbPP1PF4FGUREJHRcLhff/OY3eeKJJxgxYgQzZswILIfYsWMH6enpQcckBFoLMth8yynjBzU+X0REpIdq7evz+4Hfm6Z50ld8cKdpmrW+Y1uAMUAF1lIKgDiswEWwsSZM01wCLAHIyMjos3fOeSdrAvt/25oNwJ3zRgfGyms8nJHW8q/ivkvGMbJfLHe8ug1vXZ/9qxIRkW6wdOlStm3bxmOPPcZjjz3GrbfeyiuvvEJubi7Lly9n48aNGIbB7NmzG41JCLQWZBh7KUy5Hr72ICyZB8d3d93cREREOqC15RIXA3cahpEJTAOWG4Yx1TAMO3ANsAPYilV/AWAqkNXM2Gkrr0EmA8CotNhGj8uq3a0ul7hz3mjmjesPgEdBBhERCaHbb7+dkpISMjMzyczM5OabbyYzM5Nzzz2XNWvWkJiYSEJCQpMxCYHKQrA5IKqZv09nNHzjD5A4FIbMgJytXTs/ERGRdmrxztY0zTn+fV+g4cfAXwED+KdpmqsMw7ABTxiG8Qxwqe/PkSBjp628UiuTYcaIZLYeKSHSUd9JorTaTUmVm8FJ0c09PcBus1pZeptZBysiIhIqycnJgW4SLY1JJ1WXWMUdT2lXHdSQGfDVv6wOE80FJURERLpZW7tL4Osmsds0zSmmaU42TfNnvvE6rIyHT4GFpmkeDjYWjsn3BpW1Hn7z4VcAvH37eVw+eRAujxfTNKl2eTlYUAHA2P7xLV0GAEcgyBC++YqIiEgX8tRY2QptMXQGYELu52GdkoiISGe0OcjQEtM0q03TfMs0zUMtjZ2O1h4obPQ4wmHD5a3jvZ15nPnzf7HjmFUlOjk2otVr2WwGhqFMBhERkT7DUwP2yLadO/gsa6slEyIi0oOFJMggzTtRZi2VuOsiq9BjhN2Gy1PHp/utbhqPvLsHgGinPfgFTuGwGarJICIi0ld4XOCIatu50cmQNALyvwjvnERERDpBQYYwq3R5Abh97hmAL5PBU0f/+MYfKKKcbftV2G2GukuIiIj0Fd5acLSezRgQ119tLEVEpEdTkCHMqmo9GAZE+Yo9RvqCDBW1nkbnRUe0NZPBpkwGERGRvsJT2/ZMBoDoFKgqDt98REREOklBhjCrqPUS47Rj8xVt9NdkKK50NTovytG2IIPNQJkMIiIifYWnFuztyGSISbE6UgRTUwqmPiOIiEj3UpAhzKpcHmIj6zuFRjhsuL0muSerG53X5kwGuw2PCj+KiIj0DZ4acLSx8CM0n8lQ8BU8ORzWPB66uYmIiHSAggxhdKy4itzSmiZBBoCsokpiGgQWIh3tqckQ2nmKiIhIN/G62hdkiEkGd6WVAdFQ0QFru+G50M1NRESkAxRkCKPZv1rDJ18VENcgyBAf5QSgsMLFLeelB8YNw2jTNR02gw0HC3lp3eGQzlVERES6gae27S0swcpkgKbZDP5ikO4qqC0PzdxEREQ6QEGGLpAY7QzsJ8fU7w9NjmHzzy7m9cXntvladptBVlFVoPWliIiI9GKednaXiPEFGaqbCTIAHFjV+XmJiIh0kIIMYWI2KLzUsIZCUnT9B4nBSVGkxUdy7qjUNl/XYWtbxoOIiIj0cO5qKM+FqKS2P6elTAabE2JSYe8HoZujiIhIOynIECa1nvrAwuHCysB+UqNMhuh2X9emIIOIiEjf8PqN1rY9QYZmMxmKIa4/jF0Iu96ErX9SpwkREekWCjKESUWtJ7A/ql9cYD8+qr4+w6DE9gcZlMkgIiLSRxxcbW1rTrb9Of5Mhvf/Ewr3149XFVkBiHN+CMnp8O6P4R93KtAgIiJdTkGGMKmq9QLw3XNH8PsbpwfGG7aqbNh1oq3stvpfWV2dPjiIiIj0Ws4Yazv95rY/x5/JUFkAG/+vfryqyFoqMWgK3LUNZv4Qtr8KJ74M3XxFRETaQEGGMPFnMpw/OpXk2Po6DDER7Q8sNBTbIEjhrlMvSxERkV7JUwueGphzH6SNbfvznA2yICNi6vcrT0BMP2vfZocJV/nGCzo/VxERkXZQkCFMKl1WkOHUbIVopz3Y6W02MDEqsO/2KpNBRESkVyo6AGYdpI1v/3Pv3AwR8VBTaj2uq4OyXEgcWn+Ov85DdUnn5yoiItIOCjKESV5pDdA0yGDvZE2FQQ2DDB5lMoiIiPRKBfusbdq49j83bSwkDK4PMlQWgNfVOMgQ7QsytKfeg4iISAgoyBAGpmny49c+ByC2k8sjTjUgoUGQIchyiT25ZWw4WNRkXERERHqQgn1g2CB1dMeeH50E1b4AQmm2tU0c1uB4srWtVpBBRES6VmjvgAWAnJPVgf3YyM4tjzhVw44UwZZLXPbbTwHIevLykL6uiIiIhFDhPkga0bjGQntEJULFCWu/9Ji1bZjJ4IwBm1OZDCIi0uUUZAiDfcfLA/txQTpI/OraKQxN7tiHioFtXC5hmiaGoXaXIiIiPVJVMcQN6Pjzo5Kg8CtrP5DJ0CDIYBi+bAfVZBARka6lIEMY7MuvDzIE6yax6OxhTcbaqnHhx+aDDJUub9AAh4iIiPQA7iqIiOv486MSrZoMXjfsetMqBBmVeMo5SVouISIiXU41GcLgq+PlJEY7ee+uC4hwhPavuH98ZGC/pe4SRRW1IX1dERERCSF3tbWkoaP8QYaN/wd5O8BVbmUvNBSdrOUSIiLS5RRkCIN9+RWcNTyJSUMSWz+5nZz2+l+Zq6VMhlpvyF9bREREQsRd1fF6DAAxKVYLzOJD1mObs+k50cpkEBGRrtemIINhGAMMw/jct7/UMIwNhmE80OB4m8ZOB6ZpcrCggjH9O5EC2YrffXs6ADXuxoEE06zPbKh2e8L2+iIiItJJ7urOBRmS061tla+j1I8+bXqOP9uhssh6PRERkS7Q1kyGp4BowzC+AdhN05wFjDIMY0xbx8Iz/Z6notaDy1NHWoNlDaHmr8twapDhs8PFgf0qlzIZREREeix3VeeWS6ScYW2P7wTDDmnjm57jDzL8zyj48zUdfy0REZF2aDXIYBjGRUAlcByYC7zpO7QSuKAdY6eFt7daFZ4To4OkLYZIlNP6tdW4Gy+X2Ha0voJ0sCBDZa2Hn/59F9klVWGbm4iI9E75+fnMnj0bgJycHIYOHcrcuXOZO3cuBQUFANx2223MmjWLRx99tDun2vt4PbD1ZdjxOtRWWGOdzWSISbW2JUcgMr5pPQawggzVvi8gjm3s+GuJiIi0Q4tBBsMwIoAHgft9Q7FAjm+/GBjQjrFg119sGMYWwzC2+D/A9HYPv7sHgLjIcAYZ7ADUeqxAQkF5LceKq3hvRx6RvkKT1UGCDI++v4e/fnaUD3blhW1uIiLS+5SUlHDzzTdTWVkJwGeffcbPfvYzMjMzyczMJC0tjWXLluH1etmwYQOHDh1i//793TzrXiT3c3j3bvj7D2HTH8BdA15X57pLRCf5dkyITAh+jtfd8euLiIh0UGuZDPcDvzdN0181qALwh93jfM9v61gTpmkuMU0zwzTNjLS0tI79BD1UlSt8NRH8QQb/comzH1vF7F+tYU9eGT+60EqfrDzl9Uur3by26RgACVHhC4CIiEjvY7fbeeONN0hIsG5WN27cyAsvvMD06dP56U9/CkBmZiaLFi0CYMGCBaxdu7bb5tvruOpbW7P6F1B0wNpPHdXxa9qd4Iy19iPjg58z9tL6ZRUiIiJdpLUgw8XAnYZhZALTgCupX/owFcgCtrZxrM87UVYT2J89JnxBkyhH8OUSADfMHA40zWTI3HcisO+ua771pYiInH4SEhJITKzviLRw4UIyMzPZvHkzGzZsYOfOnVRWVjJkyBAAUlJSyM/PD3qtJUuWkJGRQUZGBn0lS7HTTi26mOUr0pg6unPX9WczNBdkSD8ffrwNLnrQN4+a4OeJiIiEkKOlg6ZpzvHv+wINVwGfGoYxGFgInAuYbRzr877ILQPgjcXnBoozhoM/k6Ha7W2SMZEaFwE0rslQUF7L3a9vDzz2tND6UkRE5LzzziMy0ipgfNZZZ7F//37i4uKorrZulisqKqirC/5esnjxYhYvXgxARkZG10y4p/MHGcZdDvveh4K91uPY/p27buIwKMuBqGaWS/hF+QJItWXgDN/nExEREWh7dwlM05xrmmYZVlHHjcA80zRL2zoW6on3RF/kWj/mhMGtvNl3UsPlEocKKhsdc9ptRNhtjYIMO4417pHt8SqTQUREmnfJJZeQl5dHVVUVK1euZNKkScyYMSOwRGLHjh2kp6d37yR7k+M7re3ka61twT5rG5PSueuOmW9tXa0UdI7yZTzUnBYfx0REpJu1mMkQjGmaJdR3jmjXWF/3RW4ZI1JjiA9zzQO7zcBhM3B769h/orzJ8egIO9UNMhyKK12NjruUySAiIi146KGHmDdvHhEREfzoRz9i3LhxDBo0iNmzZ5Obm8vy5cvZuFHdCtrkxF5Y94y1n2gtaaRgr1Ws0dHJdtfjFsJHv2y9c0TiUGubtwP6nTZdxUVEpJu0O8ggzfsit4xJQ8KbxeDnsBu4vSYHTlQ0ORYTYW+UyVB0SpBBmQwiIhJMZmYmAPPmzWPv3r2NjiUkJJCZmcmHH37IT37yk0Y1HKQFDQMAScOsbXUJJKd3/tr9J8DwWZDxvZbPG3YOJI2w2mhOvq7zrysiItKCNi+XkJaV17g5WlzFxMFd86HLabfh8tQ1yVIAK5OhYZChuLIWgB0PLcAwwNPMOloREZGWJCcns2jRIgYOHNjdU+k9jn5Wvx/bH2y+bMeY1M5f2zDge/+CKYtaPs9mg7O+YxWcrCzs/OuKiIi0QEGGEDlSZK2HPCOtEz2v2yHCbsNTV0etp2nAwMpkqF8uUVTpYnBiFInRTpw2G25lMoiIiHSNoxus7ai51s1+bD/rcSiCDO3Rb6y1LT/eta8rIiKnHQUZQsQfZBiWEt0lr+e023B7TFxBgwyOUzIZXKT4uk447VYtBxEREQkzVxWUHIaLHoCb/mGN+WsiRHTNlxIB/uBGVVHXvq6IiJx2FGQIkc1ZxUQ6bIzq1zUfGhy+YIHLU0d8VOPSGjERdqrdpwQZYiN9z7OphaWIiEhXcPk6QPm7OwBcuxTOvaP1Ogqh5s+cqNJyCRERCS8FGULANE3e3pbNpCGJREfYu+Q1I+w23HUmLm8dgxKtnte/vGYSYAUZdmaXklVofbgprnSRGmtlMpRWu/nThiNdMkcREZHTmstXnDkitn4srj9c+gSMnN21c4nxZTJUKpNBRETCS90lQuCVjUcor/GwP79pO8lwcdptvLsjF4CMEclkPXl54Fi00/q1zn0qk6wnL/dlMkR02dxEREQEcFtLKXHGdO88AKKTAUOZDCIiEnbKZAiBzVklAFTUelo5M3QcdiOwH+Fo/GuMjazPpvjblmNUubxNggxaMiEiIhJm/uUSXV1/IRi7A6KTVJNBRETCTkGGEKj11T8YPzChy16zYfHGU4MMDZds3PfWToDAcgm/miAFI0VERCSEAkGGHpDJANaSCbWwFBGRMFOQIQTySmsAeOnWs7vsNbN83SzAqs/QUIyz6SqYpBirL/c10wYDUNOgMKSIiIiEgT/I0BOWS4BV/FGZDCIiEmYKMnRSXZ3JwYIKbjkvnQEJUV32ug1bVxpG42NOxykDQEKUFWQ47wyr8JOCDCIiImHmsb6EwNk17a1bFdtPQQYREQk7BRk6oaLWw/3LdlLl8jK6f/ett7SdEmWIdjbtcJEQbQUZIp3Wr7zGreUSIiIiYeV1W1t7Dym+HJOq5RIiIhJ2CjJ0wp/WZ/HmlmwAZoxI7tJoei0NAAAgAElEQVTXnjSkvv7DqZkMMUHaaMZHWUsoonwBCGUyiIiIhJnXZW17UpChqgjq9BlARETCR0GGTtidUxrYP3NQ1xV9BPj7HefzwOVnAmDQOMqQFNP0w0xcZOMgQ60nvB8wSqvd7Tr/RFkNlV3YnUNERCTselqQITkdTC+UHuvumYiISB+mIEMnbD92EoDnvn1Wl7+2024LZCecEmNg/pkDuGPuGYHH88alBVpYRjnCv1xi9q8+YuojK9l0uBiwOmGc98RqXl53OOj5ZTVuZj6+mh+/9nnY5iQiItLlAsslnN07D7+0cdY2f0/3zkNERPo0BRk6KL+shrzSGn5+xQSumDK4W+bg9HWVOLXMo81m8JNLxwce33vJOAzfmopwL5corXJzrLgagJVfHOetrdnM+OWH5JbW8PC7wT/UrNtvrQ9dvfcEa/drraiIiPQRPS2TYdA0q9PFwdXdPRMREenDFGTooJ3Z1lKJqcOSum0OdpsVODBOLcrgs+S7M0iIcjA0ub51Vn2QITyZDBsO1QcJln2ew71/20FZTcvLIDZnlQT2b315U1jmJSIi0uV6WuFHZxSMmgdfrQDT7O7ZiIhIH6UgQwcdKqgA6NauEv7PB8FDDLBg4kB2PnwJidH1aZpRge4S4clkWHugkNgIO0OSoimudDU6NqZ/HNUub5PxzVnFTBxs1bQYNzA+LPMSERHpcl4XYICtaUHmbjN2gVWTofCr7p6JiIj0UQoydNAn+wvoFxfR6Aa+q5lYUYZmEhmCCmQyhKnw457cMqYMTcJhr5/UvHFpXDV1MJ46k6//fh3Tf/lh4Nj6g4Xsyill7rg0vn3OcHbnlPGP7TlhmZuIiEiX8rqsLIb2vFGH25AMa5v/RffOQ0RE+iwFGTpo25GTXDS+f7fOoc634qE9H12iHOFdLlFS5aZffCRLvpsR6H4x64xUnHYbLk8de4+XA2D60jD8y06unjaE0WlWVsjdr2+ntKp93SlEJPR+t+YA5z/5ESWnZB+JSBC734Yl88DT4L8Xr7vnLJXwS/UVhi460L3zEBGRPqtNQQbDMFIMw5hvGEa/cE+oN6j1eKl2exmeEtP6yV2guZoMwUSGeblEcaWL5Bgn4wbG8/3Zo/j0J/P4/gWjiHDYcHnrAxsf7T0BQEmliwiHjTH94xotPTlcVBmW+YlI25TVuPmfFfvIOVnNsx/pZkSkRQfXwFvfg9xtjW/eva6e01nCzxkNUUlQWdDdMxERkT6q1SCDYRjJwHvATGCNYRhphmEcNQwj0/dnsu+8RwzD2GwYxu8aPLfJWF9QWm19y96dSyUA/CWb2pPJEOmwYRhQG4Ygg8dbR2m1m+SY+m9thqXEYLMZRNgNXJ76IMNtf9rCibIa3tmeQ3KME8MwOKNBkOFYcVXI5ycibXeksP6/wXe254QtMCnSJ7xyTf3+iQadlLI3Q21518+nNTEpUFXU3bMQEZE+qi2ZDFOAe0zTfAxYAXwPeM00zbm+P7sMw5gBXIAViDhhGMbFwcbC9DN0uTJfkCGhu4MMrVV+DMIwDCIdNmo8oV8u4Q++pMQ2TQ31L5doaMknh8gvqyW/rBaAIUnR/Pl7MwGaFIcUka6VV2q1ov3x18ZQXOkKLG0SkVP4l0ec9R2wOeDEl9bj2nLI2w51PXD5X3SKlXGx6Y/w0WPgqe3uGYmISB/SapDBNM2PTdPcaBjGHKyAQTVwhWEYmwzDWGoYhgO4EHjbtO56VwCzmxnrE0766gUkxXTvOssLx6URH+Xge+ePbNfzop12ql2h/1aypMr6oJUcJMgQ4bBR7fsmdO64NAC2HbVaV750y9mB884f3Q/DgCIFGUS6TbXLy582ZGG3GYHaM4cKKliz9wRub3jquYj0WjW+ANygaZAyCgr2Wo/3/cvaTvlW98yrJfEDIW8HfHAvfPIr2PF6fbtNERGRTmprTQYD+BZQAnwOXGya5kzACVwGxAL+lgDFwIBmxk697mLDMLYYhrGloKD3rA0sKLci/mlxkd06j/7xUex6+BImDUls1/NiIx1U1npCPp/iSl8mQ5Dgi9Ne/09thK+WxbajJxndP455DQpo2m0GSdFOiir0rYpId/nrpqOsO1DEE1+fzKTBCSRGO7l/2S5ufXkzq7/M7+7pifQsNSetbVQSpI6GooPW4z3vQPwguOb57ptbcy59Am54A25533r87o9h89LunZOIiPQZbQoymJY7gZ3AYNM083yHtgBjgAog2jcW57tusLFTr7vENM0M0zQz0tLSOv5TdLEC3w1wWnz3Bhk6Ki7SQUUYggz+TIakmKbLSCIc9b/+cQMTGuzHNzk3JTZCyyVEutH6A4WM7h/HorOH4bDbuGB0fc3f2jAstRLp1fyZDFGJMGASFHwJnzwFe9+DCVeDrQc28koaDuMuhSEz6seK9nfffPYth+yt3ff6IiISUm0p/Pj/DMO4yfcwCXjeMIyphmHYgWuAHcBWrPoLAFOBrGbG+oTjpTXYbUbQ2gO9QWykg0pX6IIMpdVuymrclNdY10yIahpkcNrrC0dMGZrIDTOHAzA4MarJualxkVouIdJGpmny8D+/4JL//aRJ3ZOO8NaZfJFbxvgGAcDYSHtgvyoMS61EOs3jgs9fhdztXf/a1b5MhugkmHWntf/RL63tuMu6fj7t4YyGr/3c2q8p67rX3bccnp0Br98IlUXw2vXwwkWQo0CDiEhf0Jbw+hLgu4ZhfALYgTnAK8B2YINpmquAtcBZhmE8A9wPvNbMWJ+wJ6+M0Wlx2G3t6evQc8RGOqio7fyNwmubjvL21mymPrKSO1/dFqg+H+Vs+s9qaLK1ROKW89KZNCSRSycNBAi61CNVmQwizaqrM6lqECT8zYdf8fL6LPbll7P92ElufGEjD76zu0PXfnndYc746QccL6vha2fWL2O6f+GZ/OyyMwEFGaSHqnPDip/Cp7/u+tcOLJdItAINw8+rPzbsnK6fT3vN/k8Ydi6U57V+bqhs/ROUHLGyPZb9oH78jZvApRbWIiK9XVsKP5aYpjnfNM05pmneYZrmLtM0p5imOdk0zZ/5zqkDLgY+BRaapnk42Fg4f5CuYpomu3NK210HoSeJi7SHpCbDfy3bxX/+bQcAn+4vDAQZIp32JudeOnEgux+5hIevmgjAhWPTWHXPhVw1dXCTc1NiI1STQaQZd732ObOe+IiKWg/7jpfz7EcHOHdUCgDrDxay7kARr2w80u7rvrU1m4ffrW+9d+HY+iBDSmwEN503AkCtLPuw/Px8Zs+2ajS73W6uvPJKzj//fF588cVmx3qMiFjIuBW+fLfrvg0vy4UPfmIVUASrJgPAN1+GOffBg4XgbJqt1yPFD+y6IMPqX8JXy+GMi6zHB1db2xm3Qlk2HN/VNfMQEZGwCdlCQdM0q03TfMs0zUMtjfUkZTXtr6ScV1pDYYWLKUN7b5AhNqJzhR9N0+QXDW5G/Pw1GYJlMthsBnGRjkZjo/vHYdUUbSw1NoKT1W68dWaH5yjSU5mmyc7sk1S5PJyscrV4015UUcvD//yClV8cx1tnsiu7lPd35VFa7WbSQyt4YrnVKu+/r53C8JQYnl7VsTXVn3xVwP1v7+T80am8eEsGP7rwjCbLwSLsNuw2o1EWhfQdJSUl3HzzzVRWWt8iP/vss8yYMYN169bx1ltvUV5eHnSsR5m5GDBh1SNd83q7l8GmP8D631qPo3yfC+IHwEUPgL1721y3S8JgKMsDswvedz99ytoOnAzO2Prx4bOsrb9wpoiI9Fo9sBpR6L362REOF1ZSWFHLPW9sp6LWwzuf5zDl4ZXsyW3fGsRdOVaBp96cyRDbycKP+WW1vLiuaWLK79YcxDCsm5HOSI2LxDTrgxYifUWN28u9f9vJVc+tY86v1jDtFx9y31s7cXvrmgTVjhVX8YM/b+Hl9VksfmUrZ/z0A658bi394iJZlDEUgMx9BYwfGM+I1Fj+7aLRgecmBym+2hzTNPmvZbs4Iy2O578zg4vGD+D+heObnGcYBjFOu5ZL9FF2u5033niDhASrMG9mZiaLFi0CYM6cOWzZsiXoWI+SMBim3gDHd3bNzXJxg5thR1TvyVoIJnU0uCshbzsc2RC+v7+SrPr9URfCfzRY2jVwEhj2xn+vIiLSKzlaP6V3+zKvjJ/9fTfjB8Zz1vAkln2ewzmjUnhiudXHevuxk0wYnNDKVertyi7FbjOYMKjtz+lp4nwtLE3TDJpJ0JpT6yXcu2AsT638CoAoh71D12zI/w3qOY+vZtfDC4iJ6PP/TOU08MQHX/KHT+qTugorrP+O3t2Ry7s7chk7II5//tsFFFW6eO6jA/xtyzFsNoP/WjiezVklrPoynxkjknnkqolMGpLI5KFJLPnkIL+/cToA100fypCkaD7ck8/L67NweeoadXVpzqHCSnJOVvPoNZOID1K0taG4KEegwKv0Lf7ggl9lZSVDhgwBICUlhfz8/KBjwSxZsoQlS5YA0OXtqQdPhx2vWan/CU2X44VMZSF8+Z61P/HrMCQjfK/VFUZfbG3fvxdytsDVv4OzvhP61zn8qbW96R8wck7jYzH9IHmEMhlERPqAPn/39uxHVvpwhMNGke9D/WeHijlZZS2VOFLUeoGhnJPV1NWZDEuJ4Utf0cfoiKZ1B3qL2EgHdSbUuOs69HOcmmFwxZTBpMZF8l/LdlEdgvXaqb4gg7fOZO/xcqYPT+70NUW6U3ZJFUvXHmZYSjR3zRvD2SNT2Jl9kiFJ0Vz3/AYAvsqvYPyD/wKsbKAbzxnO7XNHMzAxih9eCJW1HmIi6oN43z13BN85Z3jgsc1mcP7ofuw9bqWw3//2Tm6bPZKJg1vOulr9pXWjOHtMvxbPA0iNU72U00VcXBzV1dUkJiZSUVFBXFxc0LFgFi9ezOLFiwHIyOjim+8BE6zt8V3hCzIc+hj+fJW1f9M/rW/ke7vEYVY2Ro4vOyVrXXiCDHnbITIRRjb4O7vsKasbR0wKpJyhTAYRkT6gzy+XuGOulUI8IjU20LZx2ec5pMZGMCQpmuNlNS0+v8bt5fwnP+KKZ9cCkF9ew+CkXpwSiVX4EejwkolTMxkGJkZx/hmt36C0VUpc/VrwmF4czBHxe/WzowC8sXgWi84exsh+sVw9bQgZ6Snse/RSsp68nKU3ZzB2QBzpqTG89+MLeOTqSQxs0OI1NtLRJEsoWNbQTbNGMDgximWf53D5b9fi8tRhmibvfJ7TJEBQ6/GydO1hzhmZwojU2CbXOlVaXCQFQYIMt7y0iZcaLKH6y8YjPL3qq1avJz3XjBkzWLvWet/bsWMH6enpQcd6nCEzrHX+//ovyNkWntdY87i1nXRt02/jeyubDdJn1z8+0bTuUkhUFUNcGjT8f9fMH8D9R60aFimjoDira5a7iIhI2PT5IMOkIYlMHZpIWbUbW4M3tYlDEq0gQ2nLQYala60PzqXVbkoqXezOKaNfXGRY5xxusb4CjB0t/ujPZLhk4gAAopx2hqfGhGZyQGps/d+vPmdIX3C0uIrhqTEMTopucizSYQXSvnbmAFb+x4Vk3jePsQPiO/xaTruN53xLKADm/s8a/vjpIf79je3c8tJmAE5WuThYUMFtL28hv6yWuy4a06Zrp8VHUlDeOMjwRW4pmfsKeMRXDHb9gUIeeGc3T6/aH5IuNtI9br75Zh566CHuvvtu9uzZwznnnBN0rMdxRsN1L1rLJf44D45tCu31aysge7PV9vG6FxvfLPd2C/+7fj9vOzycGPo34eoSiG4hOzE5HVzl1nkiItJr9fkgA0BCtJOC8lrstvoPAzFOOwMSo1rNZHjV1wquX1wE1z6/HoDkU6qu9zb+IENHMhlqPV5+/o8vAPjdt6dz+InLAse2PHAxmffO7fT8Ghatc3vrOn096RxvndljbxaPFVexdn8h/9p9vLunwtK1h/nblmN460w8Df7d7skt4/2dea3WOwil6cOT+erRhfz2hrNweU0e/8CqQbMrp5Trl2xg2i8+5Gu//pi1BwqZMCiB80entum6/eIiKaxwUdegSOXbW3MAq9ZL7slqvv3CZ4Fj/7NiH79eua9DnXyke2RmZgIwYsQIPvzwQ84//3xWrVqF3W4POtYjjbvUymgAWDofKkJYF+LYZ2B6YcR5obtmT5F6RtOxE1+G9jVaCzLEW19eUHEitK8rIiJd6rQIMmSMSGFPXhkHTlQExiKdNgYmRHK8tAazmUi9t84kzxeEKKxwcajAqt8wY0TvrhEQ14lMho/31X9Yc9htjdK1+8VFkt6v9ZTr1jgadKdwe5XK0J2qXV6+/ceNTHxoRZvql4SDt84MdIHZnVPK1iMlmKZJjdvLoj9s4DtLP+NHf9nKii+6L9Dg8tTxy/f2cN9bO5n6yEquem4dLk8dGw8VcZ0vOLnj2MkunVOEw8ZVUwdzxZRBjcY3Hipu9HjWGaltLtaaFh+Jt85sVJdl5R7r772i1sPXfv0xAOeMTMFuM3h5fRbPfnSA36/RGuveaPDgwSxatIjExMQWx3qkBY+Cw5c59NEvQ3fdI+utDgjDemAWRyj8YA185224/q/W4xN74MOH4O3v1xdt7IzqEohKav54bH9rW57b+dcSEZFuc1oEGa6eZhV/yi6pDoxFOewMSIii1lNHaXXwb9nKqt1NMgV/fsUELpk4MGxz7QqB5RId6Hd/uLBrbjT/cpv1Ac6jTIZuY5om9721g88OWzel3/QVKAwHj7eOW17axC/e3dMk6PebD/dx2W8/5bJnPuWKZ9dy7f+t58V1WSxde5i8Bsud3tuZF7b5tSSvtJr//tfewOOKWg978sr4545crl+yMdCa8s55Qb4l7ALfOnsYUU4bv1k0NTC2eM4ofv3NqYzqF8vtc9s+r7R4aymTvy7DlqxiskuqSfctl/IXfr37a2N47JpJgeetP1jY6Z9DpF0GT4MHjsPo+ZCzNXTXzd5stVqM7PiSph5tyHSr08SoedbjooOw7mnY9TdY9oPOX99dBREtfBnhL9b5yjfgNxOsP588VX/cNKE0u/PzEBGRsOrz3SUARqTGMCQpmpyTDYIMTlugqNrxshqSYuqXQDyzaj//2J7D/AlW2t7PLjuTxz6wUgYvGt+/C2ceHv7Cj6XVbjzeOhx2GxW1Hh74+y4euGJCizUnsnzfZr94S3grhvtb7ymTofvc+7edvLczj7hIBxW1Hk6U1+Lx1uH2miHvrvLhnnwy9xWQua+AF9cd5j8uHkvuyWoWTBzA8x9bbR/35JUFzn961VeYJlx85gCevn4aP3xlCzuzT+KtMxstiwqnLVnFgc4QYBVcnDI0iQEJkXx36Sbu/dsOAH513RSunjakS+YUzJmDEtj7y4UATBicQN7JGs4dlUp0hJ1rZwxt17X8Sz4qaz3U1Zk88u4eBiZE8cpt5zD7V2sAuH3uGZw3uh+zTJNrzhrCA+/sZt0BBRmkm/QfD4c/sW5OQ1E/4cQeGHtJ56/T00XEwIBJsP1V63Fsf6vORWUhxHai0LO7xqqb0ZzUM6wsiuO7oPgw7Hwdtv0Z5txrHf/8FfjnXbA4Ewaf1fF5iIhIWJ0WQQbDMDhzUHyjIEOk087ABF+QobSG8QPre4R/sCuPnJPVgZ72owfE8fS3prFyz3FGhLDAYXfxZzL8xxs7eHrVfj6+bx7v7sjlne25xEQ6ePzrk5t97uHCSqYPT+Ki8QPCOken3fow6K5TJkN3eXub9W3RX75/Dr/61142HCpi9M+WA5D15OUheY3KWg83/HEjO7NLiYmwU+Wyvgn/X19ngje2HAucO6Z/HN+YPpSYCDsP/dOqC3L/wnHERTr41tnD+fFrn/PKhixuOX9kSOZ2KqulahmDE6P5YHcef9+WEzj2y2smcePM4dhsRqNMjAiHjSumhKmNXgeMH5jQ6P917RXttIJL1a463tqaza6cUp7+1jSGpcSQ9eTljYI8hmEQ5bQT2+D32lldGUSSPiJ+EHhrrTT9mJTOXctTC5UFkJQekqn1eBf+BN68ydofd6l1s5+/G0bN7fg13VVWq8yWjL/c+gNgs8NBK4CJaVoBBrAyLBRkEBHpsU6LIAPAzy6fwKov6wsJRTlsDPAFGd7bmceI1FhG9ovljc1H2ZdfzgOXn0lGegof7ytg1qhUopx2rjmr+76NDKWYiPpf+5GiKjL3nSDKaWUO5DYIxASTVVjFeW0sEtcZTl9dBrdHQYaudKy4igfe2c2xkioA7l0wlmnDkvjF1ZO4+DcfB847UV5D//jOtXKtdnn5xu/Xsy+/HLBS7OeO689D/9zdqG7A1dMG8/S3pgXqBqz3fSs+bkA8o/tbKctXThnEn9dn8dqmY2ELMjzwzm5e23S00diCCQNYclPjrJ6G9Q0y753bp26K/UGGgooafrViL9OHJwWWowFBf9aYSAdVQZZmrTtQyOHCSr5z7og2vfbD//yC1zcfZeW/XxjSbjbSx8X7ljdW5Hc+yFDl+/9SZ6/TW0y42goIeGpg7EIryHB8V9MgQ9Y6cFXC2AUtX8/rtopmOtvx32/ScCuDwlML791TP67CkCIiPdppE2QY2S+WrCcv53svb+ajvSeIdNoZlBhFhMPGW1uzeWtrNllPXs7Tq/Zzdnoyt5yXjsNuY9qwFgoU9VL+GwW/93fmcc4oK3CQ6SvsaJomu3PKmDy0vrhXtcvL8bIaRqZ2vrhjaxy+TIajxVVhfy2xeLx1fPuFjRwrrg80ffsc6wZwdP84BiVGBWogfJFbRv9xnQsyPLN6fyDAALAoYxjJsRG8vngWJ8pqiI6w8/qmY3wzY2ijG/fpI5K58ZzhjWoJGIbBrDNS+d2aA1S7vCFbznG4sJL/99ZOjpfVcLS4iqHJ0Y1quwxJDp72e++CscRGOoK2rOzN/MHI5zMPUVjhYunNZ7daNDLGacftNXF56gLLoABu9HWhuP7sYY2KvZ4qq7CSm1/axJEi6/8FXx4vU5BB2i7BtyTo5FHof2bnrlV9mgUZwLrJL/wKBk21/i4PfwoTvwGJvi9djqyHl31dpu7aFrxDhZ/b937ubMd7R9JwwIQj62D7X6yxuIHw5bswZj6kju5bbURFRPqI06LwY0P+NPxIhw2H3cbYAXGBY6XVbvJKa7ho/IAWP/T2dv6/A79jJVWUNSh+ebLKxdK1h7nyubVsOlz/jfKRYqseQyg6SLQ+R+vv/9H3Q9w+S5q1/0QFx4qreeqbU7lj7hk8/53ppDRo1/rhPRfy9u1W2zZ/t4dgymvcvL8zr8X2o946k7e2ZnPJxAHsf2wh2x6c36g1bP+EKOKjnPxgzqhG9VIAopx2Hvv6ZIYmN77RnDQkkTrT+sY7FEzT5Krn1rIpqzgQ7Hrg8jN560ezmJlu3WQMSw5+s/tvF43h1jBlVHSnKF+Acl9+OTPTU5jahiBsjG95Vs7JajYdLqay1tNoScn+Bl1/TvXKhizmPpUZCDCAtbxNpM36jbG2BXtbPq8t/JkM0adRkOGG12HeA1ZBxpFzYP8KeHoy5G63jm/4Xf25655p+Vpu33+7LdVkOFWSL9Mp3/f/9TEL4Ly74Oh6eC4DvvpX268lIiJdpu/eSTfDwLrB9tclGNu/vkL0Z4eKAJg0pONrlnsDwzAapTXvyi5tlDHwzuc5rPYtLSmurG9V5/+Ge3hK+L9FdNpOu3+a3e4rX1bBlKGJ/OTS8Vw6qXHrw7hIBzNGJDMwIYr/WbEvaOvX//3wKyY/vJI7/7qNVzYcCYyX17i5583tvPrZEWrcXu772w4KK2q5etoQnHZbo2BGR00fbrWWfWPLMTYcLOIf23OobkctgDe3HOMPHx9k29ESPN46rnt+A+U1Vpr/S7eczRuLz+WSiQPJSE/h14umct2MoXwzo32FE3u7hhkiU4a2rYVhjO85857KZNEfNnD+f39EVoOgwc7s4K09/7U7jwf/0ThgFBNh58u85gNcIk3EpFjfdu//sHPXqfPC+/9p7Send3pavUbqGXDhfVa2wNz/BzN/aC152PeBVSPh+E4rs2DSdbDzDagsav5a/kwGR3uCDMOtrT/IcO7tcNZ36o8fWN2+n0dERLrEaXcnV+uxbjr8NzUN053/vOEI8VEOzhkZ/poD3c3hCzLMHtOPSpeXf2yvL2L38Lt72OALuLzw6aHA+BFfZ4mhzaSIh5LTofTHcGuYaeCtM7n7deubqSGtpPiPHWgF5j47XMxHe/NZs7d+bewzq/cH9tfss8ZN0+TxD/aybFsOP/v7bs578iOWfW79e5s3LnTdWtLiI8m8dy4AN/xxI3e/vp15T2VysKD5b8r9DhdW8pO3dvLE8r184/frueLZtWw9UgLAgccWMm98f84ZlRpYGjAsJYanvjk10G3hdNFwqdXkNgYZ/AV2/U5WuXm2wb+TT/YH7zyxfPdxAO67ZBxjB8Qxf8IAFkwYwPu78th6pDjoc0SCmnI9ZH0KJUdaP7c5798DhfusgIX/xvd0k5wOl/3KKrh4+BOr+OLJo1aByDn3WbUbtv2p+efvfNPatme5RPwgsDlgx2vW44h4iE6C632Pt//VmoOIiPQop2GQwbqx8n9YHpVWn/q/9kAhGSOSG60b7uvOGZnC0ORoSqrcDEps+sa/xXejZZom/9yRy6h+sSH51rk1ngatKz0tpN2fDj4/WsJvVu4L6TVXf5nPuAeWs/rLfH7y1g7O+OkHgWP+LJ/mPHuDVdH7+iUb+d7LW7j15c28vulooCDjw1dO4MZzhrPtiJUR8MTyvby26Sg/nDOKV79/DpOGJHLV1MF88cglIW+Fmd4vNnBTe8t56VS7vS0unyivcZNXWs1HexsXEdt73MrqWHXPhX166VR7RTUIMrS1a8aFY9MaLUuLjbCz7PMcIuw2zhqeRObeExwurOS3q/dzzxtWoMs0TTYfLmbBhAHcOW80K//jQkYByncAACAASURBVP54Uwbfnz0Kp93G9Us2cqKshlqPN2hGjUgjU79lbXe+0fFr7FsOE66Bu7aqBsCQGVZmQXmu9bjfWKtVaNqZcGxT88+r9P1/dkwrBSIbsjus7Am/SN//S8ZfBhm3gbsSXr+xffMXEZGwO20KP/pNHprI+oNFDE6ybkSunDKY1V+e4L2deQB9rlBbc+p8H8yjnHYWTBjIi+sOkxDlpLLWQ1lN40rwJ8pqyCqqYmd2KY9eM6nVQm+h0PD3UFzl6nQng97sh69s5UR5LSv35PPmj2aREIJvz/8v8yB1Jnz/z1vw36NdOXUwXxvfemZBYrSTMwclNEpbv3/ZLgDSU2O4fuZw1uw9waufHWXsA8upM60OEfcvHI9hGJw/uhM91tvg5e+dzZGiKi6ZOJDoCDtLPjlEjduLw2Zwze/Xcf3Zw7lq2mDufHUbn/q+RR/VL5a4SAef/3w+N77wGf3jI3nm+rP6VGeIULDbDJ65fhrThye3+e/GZjN4964LOO+Jj7hq2mCumTaE7JJqzh+dyudHT3Lry5uZ91Rm4PyfXn4mnx0qJre0hnsWjGt0rUlDEvnTrTO58rm1ZH5VwBMffMmI1FiW3X4eNv2upDlJw2HYubB/pfWte3tVn7S6U6hloiV5JNSWQakvA9LfLSJtLBz4CJ6ZBlc/B+kXNH5eVZGVCRIZT7tc+jhs9NV+iGhQE2r+I1B0wMpScde0L0NCRETC6rT7iu7eBeN4764LAq3vHHYbD105MXD81NTevspTZ91ZRjpsXDJxAAAJ0Y5G32LPGZsGwMzHV/OHjw+SFOPk2uldswbdbjP4vxunA1BY7mrl7NCpqzMDS2p6mr3Hy5ny8EoOFVRwoqyGY8VV/HlDFpc+/Ql5pS23HvUzTZN/7T7OliMlXDC6Hw2/BH72hrPa3Kb1ldtm8uQ3JgNw1vD64n+PfX0yUU47l0wcyA/njML3z4xvTB/aJcEpgPEDE7hkotW2bubIFLx1Ju98nsOqL/PZnVPGA+/sZsnHh/h0f2Gg/sqhwkoGJkbhtNt484ezeO7b0xVgaMbV04YwrJ11WSIddrY+OJ+HrpzI1GFJXD5lEEkxEcxIT25y7roDhdz5120AzJ8woMnx/gmRAPzkrZ2UVLnZfuwkJ8prO/CTyGml/3goPtT6ecEU+pb3pI1r+bzTxeBp1tZfo8JfyHHEBeAqh5LDsPH/mj6vPN+q39ARCx6ztjENlrNGxsP0m8Csg5Ksjl1XRETC4rTLZHDabUwa0ngtcXJM/TfDCyd38A2wl/HfXEY67WSkp5ASG0FidAS5J+srtz905QS+9uuPAVi99wR3zjsj5OntLekXb91MFFV23Q3E/676iuc/PshH/zm33TdS4VBZ66Gwopa7vzaGareXJZ8c4iLf76ShlV/kc/N56S1eq8bt5cu8Mn70l63YbQa/9S17OFJUyYTB7St22i8ukutnDufKqYOJjXSw73g5+/LLA1kKNpvBf112Jv8xfywF5bXd9nc5d2waGSOSA5kWfs+tOQDAG4tnUVhRy/+s2Me1M06vIo49QbCsHH9tkMlDEkmMbno82HPOfWI1D14xgdsu6HsdPSREBkyCrS/D32+H6hIr7f7aF9r23BN7rG2/sWGbXq+SfgGc/++w7mnrsT/I0DBzwRHZ9Hknj1gdKjrivH+Dc++AU4tC++tjnDxqBZJERKRHOO0yGYJx2G3cdsFIXrgpI5DhcLqIdNiw2wyWfHcG910y7v+zd9/hUZVpH8e/J70SCIReQi8iCISmgGDDXpBF1NXVVdhV17Ku7upa17Wuq69rX6xrWyu6iGABiYCAGJCmICAg0kISWnoymfP+8cxMMsmkkZlkJvl9rivXzJw5M/M8lJw597mf+/ZcvX175hh6pyTw9CXl6aGXj01t1LG1ddV+yM4LbJChzGmzaNN+ikrL+M+yHZSW2cxevbv2FzbQ8p9yuOylbzzV9UscTg7me2dt/LD3CE4bhnZL4vYzBnDxqG5ez0e56gUs2ZJV42d98UMmA+76lAueXQaYv9/k+CiS46MY1r0N0RFHFzxyZ77075jIuUOrrtGPiQxv0mCNZVk8+quhnsff/PVkvvzTiZ7H8dER9Ggbz9OXDPdrEUo5etdN6s2jU4fwv+tO8Pl8TGT5YWvWZSM89/8+94eAj01C2PDfwPg/mboMm+fD+vfq9jrbho0fQ1w7SO4V2DGGkpFXl993L5do188Ec8AUhayotAiO7DFLLY6Wr65Tyb3BCoMv/w5LHj/69xYREb+qUyaDZVnJwAjgO9u2fZcCD3F3nT2oqYfQJNyF3NJSTd9vd5AhMcb803CfRHZKiqFDIy8lcWcyBHq5xFsrd3LXRxu4ZmJvTz2K/1uwmZMHtq+S9eJPD87byPrdh1n2Uw6jUpPJK3awfvdhdjx8lmefH/aYugfHdE7CsizuO28w15zYh/Bwi6+3ZHP6sR15ZP4mPvput6dbxF0fbeDXY3p4xp6dV8zD8zd6ffaxAZxXsOnZLp5BnVpR7Cjz/Bt+7FdDaZsQ+AKmUrvlt59ERFgYR4pK6dYmrtbCuxWX3Zx2TEeundibZ9PNCc2RolK/1CyRZigiCk6+GwaeC7NcgcbcfZBYQ/Zi+iOQ/qC5f8q9KvhYUVKFzC93JkN4BFzzNcy7FVbOMkUgOw4xtRIO7QRs/7f/jG8L5/wL5lxv2mkef4MZh4iINKlaMxksy2oDzAVGAYssy0qxLOsly7KWW5Z1Z4X96rRNgkt0pS/07mXoka4r5IM6mTT6Ry4c0qjjAkh0BThmLTnKdbTV2HWwgMwjZllImdPmhcXm/Z9znajEu5aEvLpsh18/162wpIzNmbnkFTs4vndbuifHsXxbDut3HwagoMThGec9rs4I7V0Bl8jwMLq3jaNL61imjexGq5hIxvdNIb+kjEc/+5FLX/yGt7/9hYtnrQBg6/48Lnj2a3YfKuSFy9N44qLjuHB4V68uAS3Bh9cdz/wby9N0LxzRlYnKXAgKnZJiSUmMpndKQp07+1w3qTf/mm7Whf/59AG89Js0AFZuU2tLqUXn4+B6U/ODx/qbQENltg37N5YHGEbNNMsDpFzFgEtkpWy1Y6aY25dOhSWPmfvumgn+DjKAqctwnqsw5KEGtCkVERG/qcs3uiHAzbZtPwB8BpwEhNu2PRboZVlWX8uyptRlW6AmIUev8smmO5OhzFWxr0OrGHY8fJanCGRjcl+xzMot5pN1e3lq4Ra/tKsb98giRj+4kF0HC3gv4xd2Hijwev6Da48HoHWl9eDuP5OGuvndNZz2f4vZnp1Pvw6JvDVjtNfzOXkmc+ODVeVLNmoqmnhCH1MIa9bibazcbk6ycosdLPghkwufW0ZhSRlvzxzLqYM6cP6wLjw2bWi179VcRUeEt6jWtM3drZMHcN5x5UVKT+jTjjALz9IjkRq17Q1Dppv7mz6BPWu8n589A54dY+6f+U8481FlMfjS7wxzWzlzoMdYSB1v7v+yArYuMJ09AJIDVDfFXS8je3Ng3l+kOVv/Pnzzb3AGZ+FzCU21fuu2bfsr27ZXWJY1AZPNMBl41/X058A4YGIdt0mQqZzJcMPJJhbUtU1wtPKc4up2cN1bq3nsi83sOli3LgrVqVjz4P1Vu7h7zvcM6JjIia4gym1nDGBAx1Z0TorhYEGpZ98/v7+W3n+dx+bM3AZ9flFpGfM3lF85S0mMplNSLO/MHMPxvU2w4K2VO8krdvDRGhNk6J0S7/O93BJjIvn7eaZDyqtXjuTtmebL8dWvZdAqNoIPrz2B47q1ruktREJaTGQ4qe3i2bSvYf8/W5oSh5MJ/1jEu9/+0tRDaXznPwsRMfDJzWb5RG5m+XMV6zUc+6vGH1uouOh1uLWaTMMr5sKIK2H7YnjjQvj2BYiMh/gAXbBo28fc7t9Y834iUtWcG2D+n+Hl05t6JKHll2/Boe5W1anTpT3LXEa9CDgI2ID7EusBoAMQX8dtld93pmVZGZZlZWRl1Vy4TgKjcsG/s4d0ZsfDZ5EYJOuaKwc7tmXnN+j9Mn4+6Ln/xIItlDiczBjfy9Mq7+QBJoW+dVwUhwtLcJQ5yTxSxLsZu8znZ+U16PNXV/j8Yd1be1qCju7VlmddLTvfWP4zg+/5jO3Z+Tx18TCvNP/q/HpMD368/3Qm9m/P8O7lbQGfu3REUHTJEAm0AR0T+bGBQcCWJjuvmJ0HCijzQ4ZYyAkLhyHTyh/vW2dui46Ubxt8IcQqQFut8EhTE6E6J9zg/TihfeAyQuKSof0xsOWLwLy/SHOW4Fo+umulKaA692bYsbRpxxTsPrwGXjoFHugIy59p6tEEpTpVx7FNjvp1lmX9HZgKvOB6KgETqMgDYuuwrfL7zgJmAaSlpbXAbzlNr2Kl9mDkqLREISu3YRHDb3ccICo8jBJXkUSA1nGRTBnQhdMGdaC9qzBgQnQECzbup88d871en1fcsFSyxVuyiQy3WHP3aZ6imuXjiOLJi4dxw3+/A+DC4V05e0inGpdKuFmW5QkYRUWE8fbMMbRPjKZXSkKDxisSKvp3aMX8DfsoKHEQF6XCb7XZd7iI4x/+EoCUBB/tBluCii0p35xqbuNMG17O/CekXdX4Y2pOknuZnwOubIeCANdM6TkevnkeZs+EPqd4B5FEpHqlBeX/Vxf+DbBMHZVUJaH7VHAA1r5l7ttO+OyvMHgqJFa5nt6i1aXw418sy7rc9bA18DDlSx+GAjuAVXXcJkEmOsgLAPbt4H2SvGJbDos3H33Wy8a9RxjQKZF/VChk2So2EsuyPAEGgPOGebdjdHfbyC0qpTo7cwp4YfE2FvyQ6bN2hNNp8+WmTIZ1b1MlwOB2zpBOHNsliUn9U3hs2tA6BRh8GdOrrQIM0qL075iIbcPmzIZlG7UU89bv9dxPbqmdVkbNhIveLK8fAFCQDb1PhqHTfbdMlPr5/dfwpx/N/ZR+Ne/bUJ1c9YbWvWPqarTEDB2Ro1FSAP1ON0Vx//IzjJoBPy2E+bc19ciC07ZF5vbyOfCbj839187T75xK6nK5ZxbwrmVZVwMbgI+AxZZldQbOAMZgllAsqcM2CRKpbePYkVNAZFhwF7M6/7gu3D57PUWlJvPg/VW7eH/VLq82jxVl5xWTdv8CBnRM5NObqi4zyDxSRGrbeKaN7MasJdvYuj+PWB+BlktGdefUgR14f/Uu3lyxk5tP7cef3ltLrqvFZWVOp83N767xLMf4v4uGcsGwrl773D57PZsz87h1cv9q52tZFh9eezxhKjImUi8DOiYCkLHjgGqQ1EF4hd/97j+7FiciGgaeDf3PgLVvQ/cxpjVjRAvN7AiEqDjzc9mHZjlDIA25CBI7wevnm8d/T4GpL8OgcwP7uSKhzLahJM90iWnb22w7+W4oyIGV/4YRV0D7AU06xKCz9UuIaQ09TjCZDABZG2HNmzDs1007tiBSl8KPB23bPtW27Qm2bV9r2/ZhTFHHFcAk27YP27Z9pC7bAjUJqb/XrxrNzaf2IyUxuL9MWZZFz3Z1vyL/9sqdAF4F4A7kl7A/17Ss3J9bTAdXxsJV40yV6w4VMhgqfm77VjFcO7EPX992EheO6EpsZDiHCnxnMszbsJeMnw9y5rEdsSyYv768uOOyrdms2JbDvPV7CQ+z+O0JNVfXjggPIyzIgz8iwaa7q/bI/Z9srLULTUGJg1mLf+JQQUmN+zVnWbnFhIdZbHvwTC0vCQuHYZeaL9gKMARG75MCn0ocFg69J8HNG2H0701hz+9eL1+u8dOXMO/PutooUpGjCLBNMNAtOhFOfxhi28AXdzXZ0ILW9q+g14mms05EFNyy1WRSrXi+qUcWVI7qm4Vt2wcp7xxRr20SHLolx3k6SQS7gZ0S2bi3vBhXuxrWD+8+5N19Yv+RIkY9uJDBXVrxzsyxHCoopWOSCSpcPKo709K6eV3Rq0lqu3h+qqbw4y8HzOfee84xtIqJ5JP1e1mxLYf1uw7zwLzyatfPXTqc2KjgXqIiEorCwixPvZWlW7MZ37f6KvYLN+7nwXmb2LD7CE9ePKwRRxk89ucW0S4hSgFNaX5adYYzHoGSfBNk2PI5tEmFqATI3GAyG7TWXMQocbVxj6p0QS+hPQw6z7S3LMmHqJo7nbUYpUVw+BcYdln5toQU6H8mpD8MhYdUMNhFCw4l6N133mC+veMUz+MSh+/ii4cLSlm4cT8Aca4T+b99/AMAG3YfYUeO6UzRs135L8q6BhigarCjovxiB2GWaUk5rm87coscTJ+1wivAADDJ1b1CRPzvwSnHAnDZSytxOqu/Wrn3sAkKzlm7h2nPL68SnGwJsnKLgz6TTaRBznwUxlxn7h/cAfGuop5f/8ucNIkIHNxubhM7Vn3u2GlQnAufBmFtBkcJLPy7ObFvTIddLZ/b9PDe3n0sYMPOFY07niCmIIMEvYToCFISo5l97fFMPqYDpWW+Tx6ue2s1+13dJ0rLnOw+VMi8DXuJjjD/zP8+9wfCLDimc6ujGsegTq3Yn1tMVm4x+w4XUVRaHuzIK3aQEB2BZVkc37ud1+tG9DAtJXu1iycmyAttioSyUweWp2Mv3LS/2v12HywPKqzccYCvt2QHdFzBaH9uMe0Tqy4VE2k2ImPh9Adh7B/M412rzO2Wz00XChGBfevNbWcfWX09xsK4P8Lq12DrwsYdV01yfoKHu8OSf0L6Q9Xvt+0reOsiKPLjin13EKH9IO/t3UZDRKxZllXk+4JkS6Mgg4SM4d3b0Ld9olf7yYqWbjUnCheldaO0zGb2ql3YNtx0iqlovWLbAa6b1IcebY8u5WuQKzhxw3+/Y8xDC7n8pZX89cP1/GfZDvKKHSTGRAKQHB/laQ36z18N5ZlLhgNw9zmDfL+xiPhFUlwkWx84g/aJ0cx4LYPfvvqt57n0H/ezLSuP/GIHH6/by6T+Kay+61QADhdW3zWmucrKLa61daXD4aB79+5MnDiRiRMnsn79eu655x5GjhzJdddd10gjFWmgkVeb2xJXraYOg2H7kvLn962Hgz83/rhEgkG+q2NbYiffz0+83bT2XVfN6ndnw1q719vq1+Cp4eCokIG4Z03V/WwbXjsXNn8Kr5wJK18wBX4dR1mLqcwBz42DOX8w7Y87Huv9fGSMaaO78t/wcDeTPdXCKcggISUqIowyp01ZpVTowhLzS+7Wyf3p3tYUr8nMLSI+KpyhXZM8+5071Ls1ZX0M6mSCDMu35QDmCuhb3+zknjnf8/6qXcRHl2cpTBluOkuM6NGGjkkx7Hj4LCb211IJkUCLCA/j+N5tAfjSlc0wd90ernjlW0567Cue+nIrB/JLuP7kvrSJiyQqIoysvOIGfWZOXjEffbe71oKTwaLMaZOdV0z7VjUHGdatW8fFF19Meno66enplJSUsHTpUlauXEn79u1ZsGBBI41YpAGSe8KZ/yx/3H0s/PKNudpYkg/Pj4MXT2668Yk0pfxsiE6C8Ejfz0dEmYyGncu9txcegnd/A/cllxdXDbQyB8y53tzvfjwcdynEp8CsE2HWJHgqDXZ+A0f2wgdXlb8ucwPMuwU+/B188sej++z930OmK+vj3KfBVxe4EyssK9n0ydF9jj84fV+MbWwKMkhIiQw3/2RLHN7/gXKLzJXIpNhIz/KIQwWlxEZF0LbC1bo+7eveqaKy1nFRvPf7sfz+xN6c7KO2wsjUZM/9O88ayIKbJ3jVfxCRxtG3Q3lLxsMFpfzhre88j5//6idax0UyvHsbLMsiJSGa7NyjDzI4ypyMuH8BN72zhq82ZzVo3I3lQH4JTptaazKsWLGCuXPnMmrUKK666ioWLlzIhRdeiGVZTJ48mSVLltT4epGgMWoGTH0Frl4Igy+E0gKY+0d4Y6p5Pj8Llj0dNF/ORRpNQTbEt615n+5j4dDP5RkDxbnwdBr88JF5vPHjwI7R7fsPze3kh2D6m3D+s/CrV822PashZ4vJXFj6OGz4wGy/aX356/ueBt9/dHTZFzk/mdtrlkP30b736ToC7sg0hWbX/LdpMqR+WgT3tYH5TV9HQ0EGCSlREd5BBndxt9xiBwCJMRGefQ4XlhIfHU7XNrF0aR3LPecMwvIVeayHkanJ3HbGAG4/cyCDu7Tipd+k8d8ZY9jywBk8cEF56lRcVAR92rfQ3vMiTaxTUnmtgWfTt1Z5PrfI4bmfkhhNVl4xCzdmcsLDX/LC4m1eRSNryk54eel2+twx3/P4ufSfGjr0RuFu6du+liDDyJEjWbBgAStXrqS0tJTCwkK6dOkCQHJyMpmZmT5fN2vWLNLS0khLSyMrKzQCL9ICDJ4CXdOg+xiISYIN78POZeXPf36H+XKeExr/j0X8Ij/bLIeoyZCLzHKK939rsgkO7jCBubauLnUL7jVdKCpzlECu7+NEve1bD7OvhoQOpkVtnOvCXo8TyvfpeKwJMtiuYOEfVkHr7vDbz+HqL2HoxVCSB29f6r1kqi5KXN3lomv5bh8ZA6f8zWQ9/GsIfHF347bNnevK1Ahv+tbUCjJISHEHEIrLyrj53TUce+9nAOS5ThoSoiM82Q77jxQTGxlOfHQEX992Elee0NNv4+jTPoG514/n5IEdGNu7reczRaTpje5VflXm34vL0zgvHtUdwGu5VUpiND/nFHDVfzLYfaiQB+Zt5I1vzNWHw4WljLh/AbfPXufzc9buOuT1+JvtB8jYccBv8wiULFfmRm2ZDEOGDKFTJ7NONy0tjYSEBAoLzTrYvLw8nNVc9Z05cyYZGRlkZGSQklJ9K1GRJmFZcNbj5S3oUgbAn7dDB9eFgnm3NN3YRBpbQU5555XqxLeDyQ/AgZ/glxXlhQ3Pegz+ugc6DYWProF3fg3r3oP9m8zShftT4LF+kLvv6Mdn2/DBDLOsCeCUeyGswnduyzLBhMvnwIgrYP8P8O2LkNwb2vUx+3QfbbIMBpwFXUfC5vmw+NH6jcPdkSa6DhnRx5xvAg1gutl8+XdTfPK7NwMbcCg6DId2QnIvOPmewH1OHenMSEJKdIXlErNX7ya/pIzfvvotc9buASAxJhKH6wTix8xcTytLEWk5urSOZcfDZ5EYXR7Jv3pcT+46eyDnDu3Mn0/v79neoVU0Ow8UeB4nx0exaZ8pEPfV5iwO5Jfw35W/sOtggefk3K241EnnpBjeuGo0P9w3meT4KJ5eVDVzIpgcLijlildMQczauktcdtllrF27lrKyMj766CPy8/NZunQpAGvXriU1NTXQwxUJjGOnwsl3m/udh5uropd9CFaYqQ6/daE5kfpgRsNOkESCXX42xNWyXAKg72QIj4If55vlEmCu6kfFw5QXoffJZtnE7KvhhZPM0gW3x/rDF/eUd7Koj+wtsP5dGHQ+3LAGjruk6j7t+kCvE2HAOdDKZNvh9FHQOSIarl4Aab+FPd/Vb3lUsSuTIaqOy67H3QTdxpj7Sx4z3TD+dy38vKzm1zVE1mawy8xykupqbDQiBRkkpMS5iive9kH5L6pNe4/w0lLT57dVbAS/VDhhiItq+nQhEWkaL1850nP/zrMHERcVwZMXD+PaiX082/t18E59bJcQRU5eMfuPFDHXFbwEGPfIIkY+4F3oMCe/mK5t4hjXtx1xURFcNa4n6T9msWG3H9tl+dns73Z57teWyXD33Xdz2WWXcdxxxzF27FjuvPNOvvvuO2688UYefvhhLr744kAPVyRwEtrDzK/gLFdRyIQUuH03pAyEN6bAvFvNyc3nd3q/zn0lsjjX1HE4vAuRkOQorlsmA5gr+D1PNAUNi12ZDNGulvDt+sAlb8OvZ5vHpflw8dtwxScmy6F1D/j6CVOcMb+eLaMzXgYrHE77uyniWpPEDvDH72HU72DKC9Xv1yXNzCHjpbqNIXcfLLrf3K/Pyftv5pjfMRW9elZ5VoS/ZW82t+36Bub960lBBgkpo3uaaKu7XeXvTuzF0r+cxAfXjOXhKcfSv0MiVxyf6tlfmQwiLddAV0eY84+rvqtMxYKtN57cl3YJ0WTnlTDqwYV8/kMmY3t5X+Fx12jIySvm2x0HiY4sP4xeNrYHsZHhnP3UUt7L+MWfU/GLr7dm88yirXRoFc3au08jJrLm34+DBw9m3bp1rF+/ngceeICwsDAWLFjA+PHjmT9/Pj17+m8JmkiT6HycuRLrFhVXXkhu3dvmNqdCdtJH18Izo02g4ZUzTB2Hebc22nBF/Grdu+aKf88Jddu//+lwcLtJ/4eq9Qn6nAzTXjP1D/qfAanj4HeL4ca1MHiq+ax/HVe/7KBt6dD7JFNboS4sC878h6m9Uu08zjDvN+8WuDcJXj6j+gyDkgLTAvNoRESb3zGXfQjDfwPDLwds2PZVrS89KtmbISzSBHWCgIIMElLaJUR5Pb5qXE/CwixG9Ehm+qjuWJZF59ax3HbGAACia/kSLSLNV4KrHss/fzW02n3cgQiAs4d0okfbeNbvKs9E+Nt5x/CHSeWZD+tdWQo/Zpp00RP7ldccaBUTydXjzYl3xVoQtdmw+zA/upZoBNKlL35Ddl4JQ7u2Jinu6FIpY2NjmTp1Kr169fLz6ESCRPsBcP7z5Y+zfoQje+CXlbDmTcj+EbZ8UZ76vS3drEEP1NVJkUD55t+mWGKvSXXb/9hfQbfRZt1/YmeIbVN1n0HnmfoHFVkWnPkonHQnlOTCj/Pq9nlFRyBrk6mj4E9xyXDNMjjxL6YTxP7v4a3pJqCwaxU8dwLMvdkUgf1wpmnRGZVgAiVHo/dJcO6TcNr9kNQN3r3c/M7wt5yt0LZ3UBR9BAUZJMRU7g7RJi7K537u1pEH80sCPiYRCV5dWscSUUth1ucuHU5q2zi6tIlldM9kSsrMOs2rxvWkX4dEbpncn5evSAPg3Ke/ZsmWLFZuNwUeTxvU0eu9bjqlH23iImvt3OCWlVvMSK9N3wAAIABJREFU2U8tZerzAVyniWm16dalTWxAP0sk5B13MdzwnSvl2oJXz4a3Lip//q1fmdvBU007zGdHm6ru2Vvhh/81yZBF6qU4z3RAGHieCQLURUwSXPkpXPIuzEyHCN/fwX2KS4bxt0BSd1PzpC72fAfY0GVErbvWW3QiTPqrybKY/l8oPgxL/w9ePAkyN5ilFE8NN3UmJj8Af90NU+u4vKI6MUlw5XyT0bH1C9/7fH4nvHZ+ed2L+sjeHDRLJUBBBglh4/u2q7arw8jUZCLCLM9VRRGR6pxxbCfSb51EXFQEqe3KU6dvPrWf5/74vime5VeXvbSSJxaYoladWnsXTwwPszimcxJFpb77cP/j0008/vmPlLpO+h/9zFzNyC92eO1XuchkQ2XnlQdc03ok17CniACmQvuQaXD+M6aqfuEBsyb9wgonGqNmlt9f9w48PcJcpXSng5eVmir79yaZZRXueg571sATQxSQkKazf6O57TCofq8LC4N+k039g/qyLLOkYlt6eSFFt6IjMP8v5jm33avMbZfh9f+s+uhxPPQYB4v/Ub5t8IXmdthlMOZa/31W627m9vM74fO7oLQQ5t9mfkesfQeWPQXbFsGsifUrTFlaZDIu2vWrfd9GoiCDhKzXrxpd7XPJ8VFsffBMJvZv34gjEpFQ1zvFBBmum9Sb+ArdKSLDw1h/72TCw7yv+PgKdMZEhlFUar4clDlt3ljxsyfo8Gz6Tzz55Vbu+HA9mzNzeTfDFI1z2ngCD0u2ZDHygQUs+nG/3+blXuZx6+T+nDWkk9/eV6TZ63OKuY1pbQrbHTsV7j0Mt/1iWuONv8WkQVdcB73BVQAvP7u8yv7KWbB9sbm/6hU49LNJyd6yILBt7eoiPwc+uNpUwZeW4ZcV5rZ9PYMMDTV0usn+efcycFTINv72RfjmeXjtPFjxvFlO8N3rphVlXIAD45ZlCku2STXFLH+3xHTM+O1ncPYTdc/0qKvRvze3y56EBzrCN8+Zxx9WCFrmbDXzrwunE964EJwOU2gzSATHog2RergorZtXi1wREX9JjInkh/sm++xMEx5mMe+G8dzy3lrW7z7MsO6tfb5HdGQ4RQ4TVPjwu93c+dEGDhWUcE2Frhb/W7PHE2CIjQynsLSMJxZs5tbJA0j/MQuAhRszGd0zmZy8Erolxx3VfGzb5r1Vu7h3zvekJEZz1Thld4nUS3Qi3LgOImK81zrHuOq5nHyXuR3+G9j1LfzvD+bkIblX+VXLk+4yJ1DvXAZjrjFBiPaDTF/7Ny80a92nvOD/k5m6WvYvWP+eud8lDVLHm7Xw9b3KLaGhOBe+/he07dP4RQK7j4Fzn4L/XQf3p8CIK2H8n2DncjOW6ET49C/l+4+8unHG1WW4WTpReayBcPrDcNoD8PNS061j60JI7ATHX2+WoFjh8Nq5sPxp83uk5/ia32/jHPNeUPcino1AQQYJOY9MHdLUQxCRZqym1rf9Oyby8fXjql0OARATEU6xK5Nh10HTUje/pIzDhaZv9wXDuvDhd7s9+99zziBum73eU/zxu50HAThYUMpVr2awfFsO2x86s0pNmtrkFpXylw/WMW/9Psb0SubxacfV2lFCRHxoU4cTsZhWJhX8ojfgf9fCO5fC2f9nnuuaBs4ZkP4gfPWw2XbyPaYg3P0p5gS/4xA44YbAzcGXI3uhIBs2fw6dh5srzK+dW/78ZR+aMQYDRzEUHvJO08/LgqJDEBlnTk6fToP+Z8LgKSZQ0lRBG3+zbcj83nRAyNoEJ/4ZEjuav7/M782/u/rMden/QX4WXPIOTXLVbtiv4duXYM9qk9Wz6hWzfcDZ0OEYUxMhLMKcjA+7rPHHF2iWZQKWvSaaH18u+Dd8+Dv4z9nwh4zqay2sehU+vtFkYVz1he9inE1EQQYREZF6qulk3cZm96FCDuaXeAILH323m0mu5VsT+rXzBBmumdib6aO68781ezhUUMqKbTms3nkIgE/W7fW8584DBfRoG09NikrLuH32etonRnPKoA58vTWb+Rv2cdsZA5gxvleVpR4iEgBdR8CvPzC1GOZcb7bFtjEBhORepv1f0SFz8h4RBb/9HF4+Db64C1IGQL/TzGvcSygCdaKc+QM8N7b88WkPmJPzxweWb1v5ou8gg2037gl8xbHevAladYLdq+Gl00wRPYBL3oO8zPKT1rOfgBFX1G+c6983HUQuec93hf7Gnrfbz8vg1QptFHcshbi2sNNVMDjJlTFz6n2m88nBHSZtvud4GHCW93sd+gWWP2OyZwJRULGufjPHBDreuwL2ujII2g+ECbea/weDzoOwFhwUHzrddLR451ITPOs8DKa/ZWpWWOFwZJfpfrHmTbP/pDsgIbiWiFt2U68Dc0lLS7MzMjKaehgiIiINknb/F2TnlXDBsC7kFTv44odMr+cX3TKRUx//CofTZtuDZxIWZnHdm6tZvCWL3CJTAHJMr2RWbDvg9bolf55U47KJOz9azxsrdnpta5cQRcadp/ppZvWXlpaGju3SIu1dC0seN9kB09+CcFfb2MKD5iptdGL5vo5ieGqE2fbrDyA8yqxNb5Nq2ux1OMZ/J1ylhabw5Cune2//wypo18cU5Nu7Bn75BhbeZ05uOhwD5z5t9nv7UlMIc9rrkNIIRea+mQXzby1/HBkPSV1MJX1fLv+f6fRxwNVG+NL3oW8dfgc6nXCf6ypw39MgLBLSfmuCLGFh5orx53dBq87wm7kQFQdzbjDFCWcuCuwV5FX/gY9vMP82io7A+1ea7YOnmnFkby0POFQ2+EJzVdwKg7ISU4B03btwfQa07h64MdfHoV8gd69ZQhSd0NSjCS6LH4Wvn4TiI1WfS+hgAmvHXQrnP9toQ7Isa5Vt22m17adMBhERET+a0C+F2at3s2RLNkmx5jBrWeYiWL8OCfRsF0/6rROJCAsjzJVdkBwf5QkwALxyxSgenr+R/yz/mdS2cezIKWDJlmwuGe37S+H27HyvAMO4Pu1YujWbsOaSLiwSajoNhWn/qbrd18loRDSc8wS8+SvvTILMDbBpLgyZDuc9Y5Y2JHas+vqafP8hrH7dXLkeOt3UhXC3z5vyonm/3H0mwADmJC91HHQdCYd3mWDJd29AtzGQ1BV+/MTs98woOOlOmHBL/cZTHz/8rzzAMOBs6H8GrH7NBBD6nwlDLzZjffUssJ0w+UGTfn7tN7DoflN34M2p0H2sOQlL7gXOMvNTuf2iuxAimGwAbDPXHidAr0nm/QAOFJklJe0HwYb3zbbZM03mRFKXwPw55Lqy2lInmHHnbDXZCu4TS9uG9Icge4upYZCXaWoMfPkArH8X8vab+h/71pn9R14dPAEGMLVL3PVLxNuEW83P8mdh5b9NIcwTbjR/v9GJpnimO4AZZJTJICIi4kdFpWW8vvxnHphnWoTNnNCLqPAwnl60lRP7pfCf346q8prt2fm8tHQbb6zYSZgF2x46C9u2OVLkoFVMBKMeXMjxvdvyr+nDqrz22x0HuOntNew+VEjPdvFcM7E35w7tzH1zf+CyMT0Y2KlVwOdcHWUyiNTDli/MSTGYOgNXLzQt7da+ZbZZ4TAz3Zws71hqThyHTDOZEGERJvugx/HlKf0Hf4YnjwMssMvMifH+H8xzl/+v+vXgFZUWmoDCIVcQM749/OZjWHAP/LQIrvnapGlHxnmf7DhK4PAv0LZ33eZeeMjM6auHzZXZz+4wY46IMSfwQ6eXR2tt27uWQHXLGLI2m4Kbq16FjsdCv9NNUc6IGLhynknPd1vwN/Pcn7eZbImiw2aOFSv8D73YZAZ8fCMc2Q1x7WDcTSbDISLaFPjsPclkfvjT61Mg60e4+fv6va7MAS+dAnu+M10Tuo4EbDjnX8EVZJCQUtdMBgUZRERE/Cw7r5i0+xcAcP/5g+meHMflL6+sNsjglltUimVZJER7Jxr+4a3VZOw4yPLbT/IqAPm/Nbu58e01nsef3DCOYzon+Xk2R09BBpGj8MHVptr8aX83V+2frBRcDIssr0Vwwb9NK8zSfPP4nH/BoPPNCbKjxAQofjMX3vm1aXGX9lvzk1yPTjPFefD5nWaJwujfmfXyB7abteJOh/e+Qy+BY843WQQ/f226ZvScUH0Gxpr/wv7vTTClstY94PdLIKaBv9PWvw8fXGXuJ3Y2Y45OhMkPuDIbSk1tgJSBcF2FjAbbhl0ZJnPgo9+bP8ee402Gx5zroe9kGPN7E8x4/0qTeeIe97ibYMhFEFVzLZ1a7fja1GM45V4Y98f6v74kH1a+YDJZApVpIS2K34IMlmUlAW8D4UA+cBGwFXAtduJ627bXW5b1N+BMYKVt29e5XltlW3UUZBARkeYk9TaTVvz8r0dw8sD2/O3j77nyhJ70Tqn/mtPXV/zMXR9toFNSDO/9fixd28SxYlsO02eVfyH+w6Q+3DK5v9/G7w8KMoj4wc5vTIu/9gNh8T+hx1iTwj/vVsjZUnX/pO5w2JV50K4//GElFBwwV/v9WTvgp0XmCrvTYYIhGS95Px+TZDICAPqcCsdcYE52N7xvuiTsXg07lpTv3/tkOO9p+O5N063juEv9t0Y/dx988ifznnHJ8MZUKMn13ue0+00bQV9KiyAypvr3t23zZ/DVI7D5UzPvmCTTHWHCrRDranmcnwPYEN/O9/s4ik0xv7BIkx0xe4Yp7HjdSlN/QaSJ+TPIcC2wxbbtLyzLeg7YC8Tbtv2XCvuMAP4BnALcDXwNHKy8zbbtBdV9joIMIiLSnJz91BI27D7Cu78by6ieyQ16r21ZeZz02FcA3HnWQK4e34sJ/1jEzgMF/OnUfsyY0IvoiLB6t7kMNAUZRAJoywL48j5zRb3LcBOEWPSQWZMfFQ9jrzPF4eq6ZKGhbNt0DJj7RzOeAeeYmhAbPzY1BCqf1Lv99nMozoW+pzTOOMEEXda/b5Z6HNxh2kC2H+SfApu2DTtXmDX0339oMhrOf94EYRbca56/cp5pW+pe9lFaCFsXwGd/LV+a4nbxO9D/9CofI9IU/Fb40bbtiuUqU4BfgLMty5oErAd+B5wIfGDbtm1Z1mfAGcBhH9uqDTKIiIg0J2VOcxsX1fAvrb1SElh0y0R+/eI33P/JRuKjI9h5oICbTunL9SdX0z9bRJq3vqdUPTGf8u+mGQuYTImE9jD9zfJtE/9ifmzbdEhY/ZpZspDY0RRqjE4w9RIaW1wyjJ4ZmPe2LJNt0mOsmeuKZ2DXtybTodNxZtnJrBOhVVe4/CNo19fUdfj2BQiPNkGFiCizVGLEFSqKKCGpzt0lLMsaC7QBvgBesW17r2VZr2GWQ8QDP7l2PQB0ABw+tlV+z5nATIDu3VWAREREmo8rj0/lzx+so1sb/6S49mwXz7WTenPHhxu4ffZ6ANon1pC+KyISLCwLzn3KFHH0VzvOUDB6JmS8bDInzn/OFI/cvcoUlFz1Kjwz2tTI+PYFU4fjkneh0xDz2t4nNenQRRqiTkEGy7KSgaeAC4F9tm0Xu57KAPoCeUCsa1sCEFbNNi+2bc8CZoFZLnF0UxAREQk+00Z2Y9pI/16BumRUd47tksTvX1/FnsNFdG6tIIOIhJCWFGAAaJMKf/jWLF+Jcy2b65pmfkZeDYseNAEGgEvfa5qsDpEAqDXIYFlWFPAecLtt2z9blvWuZVkPABuA84EHgRJgGqZA5FBgB7DKxzYRERE5SpZlMaRraz794wSWbc1hfN+Uph6SiIjUpLrlDh2Phelvmdad4ZEKMEizUpdMhquA4cAdlmXdASwCXgcsYI5t2wssywoDHrIs61/A6a6fn31sExERkQZqFRPJ6YOraQknIiKhwbJMW0yRZqYuhR+fA56rtPlvlfZxWpZ1CnAW8C/btrcD+NomIiIiIiIiIs1TnQs/1sa27ULg/dq2iYiIiIiIiEjzVKUYo4iIiIiIiIjI0VCQQURERERERET8QkEGEREREREREfELBRlERERERERExC8s27abegwAWJaVhWl76W/dgZ0BeN+m1g7I9rE9CTjcyGMJhOrm50uozbk+c/MlmOfb0Ln5EizzDcTcfGmK+TbW3KoTyDk39dx88dd8g3FulQ0HVvv5PZvrcR2a97Fdx/XqBfN8dVz3j8aec1MfH3RcPzrBOLfKeti2nVLbTkETZAgUy7Ky6vIHEWosy8qwbTvNx/ZZtm3PbIox+VN186tm35Cac33mVs3rg3a+DZ1bNe8ZFPMNxNyq+ZxGn29jza2Gzw/YnJt6br74a77BOLfG0FyP69C8j+06rtf4+qCdr47rfvusRp1zUx8fdFw/6vcJurkdrZawXOJQUw+gkX3c1ANoAi1tzppv89bS5gstb84tbb7+1tKO69Dy/s1ovs1bS5svtLw5a74tXEsIMgRDOlajsW27xf0jb2lz1nybt5Y2X2h5c25p8w2AFnVch5b3b0bzbd5a2nyh5c1Z85WWEGSY1dQDCJDmOi+35jw/zS00aW6hSXNrfprzvDW30KS5hSbNLTRpbiGg2ddkEBEREREREZHG0RIyGURERERERESkESjIICIiIiIiIiJ+oSCDiIiIiIiIiPiFggwiIiIiIiIi4hcKMoiIiIiIiIiIXyjIICIiIiIiIiJ+oSCDiIiIiIiIiPiFggwiIiIiIiIi4hcKMoiIiIiIiIiIXyjIICIiIiIiIiJ+oSCDiIiIiIiIiPiFggwiIiIiIiIi4hcKMoiIiIiIiIiIXyjIICIiIiIiIiJ+oSCDiIiIiIiIiPiFggwiIiIiIiIi4hcKMoiIiIiIiIiIXyjIICIiIiIiIiJ+oSCDiIiIiIiIiPiFggwiIiIiIiIi4hcKMoiIiIiIiIiIXyjIICIiIiIiIiJ+oSCDiIiIiIiIiPiFggwiIiIiIiIi4hcKMoiIiIiIiIiIXyjIICIiIiIiIiJ+oSCDiIiIiIiIiPiFggwiIiIiIiIi4hcKMoiIiIiIiIiIX0Q09QDc2rVrZ6empjb1MERERMRPduzYgY7tIiIizcOqVauybdtOqW2/oAkypKamkpGR0dTDEBERET9JS0vTsV1ERKSZsCzr57rsp+USIiIiIiIiIuIXCjKIiIiIiIiIiF8EdLmEZVnXABe5HrYGvrFt+3eB/EwRERERERERaRoBDTLYtv0c8ByAZVlPAf8J5OeJiIgEq9LSUnbt2kVRUVFTD8XvYmJi6Nq1K5GRkU09FBERkQZpzsfrumrocb1RCj9altUF6GDbtqo/iYhIi7Rr1y4SExNJTU3FsqymHo7f2LZNTk4Ou3btomfPnk09HBERkQZprsfruvLHcb2xajJchyujoSLLsmZalpVhWVZGVlZWIw2lefk+53ts227qYYiISC2Kiopo27Zts/vCYlkWbdu2bdFXfBrKLi2laNOmph6GiIjQfI/XdeWP43rAgwyWZYUBk4D0ys/Ztj3Ltu0027bTUlJqbbcplazZv4bpc6fz6vevNvVQRESkDprrF5bmOq/Gsu/BB9l+/gWU7t3b1EMRERF0XGvo/Bsjk2E8puCjLrf72cGigwB8u+/bJh6JiIg0F2vWrGHNmjVNPYwWJX/xEsBkNIiIiIT6sbgxggyTgcWN8DktTkJUAgCHSw438UhERKS5CPUvNqGo7MgRACwVzhQREUL/WBzwwo+2bf810J/RUjltJwBHio808UhERCTY3XvvvZSWlrJkyRKOHDnC3Llzufrqq8nPz6dPnz688sor3H777Xz44YcAvP766yxcuBCAiRMnMnLkSNatW8dnn33WlNNolpy5ua47zqYdiIiINDlfx+LKx+G8vDymTp3qdQyvfJz/9NNPSUpKYsqUKRw4cIDevXszePBgbrrpJi6//HL279/PscceyzPPPOP3OTRKdwkJjFKnSassLitu4pGIiEh9PLLyETYd8G+hvwHJA/jLqL/UuM/WrVtZvHgx9913Hy+99BLXX389p5xyCqeffjqZmZk89NBD9O/fH4ArrrjC87oVK1Zwww038Oijj/p1zOJNC0tFRILLvgcfpHijf4/X0QMH0PGv1V+H93Usrnwc3rt3b5VjOHgf57/88ksGDhxI165dmTNnDieccAJvvfUWTzzxBIMHD+bee+9lypQprFu3jiFDhvh1jgoyhDCH0wFASVlJE49ERERCweWXXw5A9+7dAXjxxRd55ZVXOHDgAIWFhdW+bvDgwUyZMqVRxtiyKcogIiJVVT4OR0ZG+jyGVzzOl5SU0KVLF1atWsWECRO48cYbAfjxxx9ZtmwZ6enpHDp0iN27dyvIIOXcmQwlTgUZRERCSW0ZB4ESHx/vuX/XXXfx8MMPM23aNE488UTP9tjYWHJycgDTK9uyLBISEhp9rC2SlkuIiASVmjIOAqnysbjycfill15i6tSpVY7hFY/zAJ9++il33XUXF1xwgWdb//79GTVqFFdeeSVz5871XHjwp8Yo/CgBUlpW6nUrIiJSVzNmzOChhx7ipJNOAmD37t0AnHrqqcyePZsTTjiBJUuWNOUQWx6tlxAREWo/Fp966qk+j+GVDRs2jOuvv56TTjqJ6dOns2HDBmbMmMH8+fOZMGECzz//PN26dfP7+JXJEMIctlku4c5oEBERqc69997rue9e43n33XdX2S85OZkFCxZ4bUtPTw/gyFo2rw7fCjKIiAhVj8WVj8MTJkxgw4YNXttOOOEEz333cf6FF16gX79+REZGkpeXR3Z2NoMHD+bdd98N2NhBQYaQ5s5gKLPLmngkIiIicjSc+QWe+7aCDCIi4kczZsxgxowZjf65Wi4RwtyFHyvfFxERORqZmZkMGzYMgKuuuoqxY8dy//33e573tU0axnn4UPkDBRlERKQZUJAhhFVcJpFVkNWEIxERkboI9ivVt9xyC4WFhcyePZuysjKWL1/Otm3b2LJli89tbsE+r2DmOKQgg4hIsGnpx7WGzl9BhhBWMciwr2BfE45ERERqExMTQ05OTtB+cfnyyy+Jj4+nY8eOpKenM23aNABOO+00li5d6nMbmC8iOTk5xMTENNnYQ5nz8OHyB0H6b0NEpCUJ9uN1oPnjuK6aDCFqzk9zeHzV457He/P2Mqz9sCYckYiI1KRr167s2rWLrKzgyzwrKSnh9ttv58knn+T6669n9+7dFBcXs3HjRvLy8vjhhx98btu4cSNgvpB17doVgFmzZjFr1iyAoJxrsClTkEFEJKgE8/G6sVQ8rh8NBRlC1Pzt8wEY3n44q/evZm/+3iYekYiI1CQyMpKePXs29TB8uu+++7jlllsYPXo0cXFxdO3alU6dOjFw4EA2btxIu3btKCsrq7Jt4MCBVd5r5syZzJw5E4C0tLTGnkrIKauwXMJ2KsggItLUgvl4HSq0XCJElZaVMrz9cP5zxn9Iik5SkEFERI7aggULeOaZZ5g4cSJr1qzh448/9iyHWLt2LampqYwYMaLKNmk4r0wGFGQQEZHQp0yGEFVcVkx0RDQAbaLb8M6P7zA5dTIjO45s4pGJiEioWbx4sef+xIkTmTNnDuPHj2fPnj3Mnz+fFStWYFlWlW3ScGWHtFxCRESaF2UyhKjismKiw02QIb80H4CHVj7UlEMSEZFmID09nVatWpGens6YMWNYtGgRSUlJPrdJwznz8ys8cDbdQERERPxEmQwhqtRZ6gky9G7dm6zCLKLCour8etu2KS4rJiZC1cBFRKSqNm3aeLpJ1LRNGsa2nRXuK5NBRERCnzIZQlRxWTFR4Sao8MC4BwBoH9e+zq//97p/M/LNkeSW5AZkfCIiIlIHFQMLijGIiEgzoCBDiCouK/ZkLrSPa8/w9sM9yybqYvaW2QAcLj5cy54iIiISMBUDC8pkEBGRZqBRggyWZT1rWdY5jfFZLUVJWYknkwEgJiKGIkdRnV9f5iwDwGlr/aeIiEiTqViHwXZSvH07hd9/33TjERERaaCABxksyxoPdLRt++NAf1ZLUlJW4qnJABATHkNhWWGdX++wHQAUldU9MCEiIiJ1Z5eWkpueXstOttf9bWecyY4LpwZ0XCIiIoEU0CCDZVmRwAvADsuyzgvkZ7U0VYIMETEUO4rr/Hp3BkN9XiMiIiJ1l/XkU+z6/TXkr/imhr28gwwiIiKhLtCZDJcDPwD/AEZZlnV9xScty5ppWVaGZVkZWVlZAR5K8+FwOnDYDiLDIz3bYiNi67dcwjbLJZTJICIiEhglv/wCQNmBnGr3sZ3lgQV1lxARkeYg0EGGYcAs27b3AW8Akyo+adv2LNu202zbTktJSQnwUJqPkrISAK9Mhujw6Hotl3DXZKhPYEJERETqzgqzgFqCB7YyGUREpHkJdJBhK9DLdT8N+DnAn9cilDpLAaosl6hPwCA8LBwwXSpEREQkEEyQAaeCDCIi0nJEBPj9XwJetixrOhAJqJKRH7gDA5W7S5Q6SylzlnkCCDWJDDNLLbRcQkREJEAsq/Z9KnZ5UpBBRESagYAGGWzbzgV+FcjPaIk8QYaw8iBDcnQyADlFObSPa1/re4RbJhCh5RIiIiKBVn3woOJSCtupttIiIhL6At7CUvzPV02GTgmdANibv7dO7xERZuJLWi4hIiISIGGur1k11mSo5r6IiEiIUpAhBLmDDBWXS3SKdwUZ8uoXZFAmg4iISIC4VkvUmKHg1HIJERFpXhRkCEHu7AOvTIb4+mUyuJdLKJNBREQkMCx3TYaaYgd27akM+StXsnHAQArXr/fb2ERERAJFQYYQ5CuTISEqgcTIRPbk7aHQUcif0v/Enrw91b5Hma0WliIiIoHlDjLUGGUov1tNxkPeV18BkL9ihZ/GJSIiEjgKMoSgEmfVIAOYugz78vexcOdCPv/5c55Y9US171HmdAUZ1F1CREQkMOpQk8Gu0N7Srm4/12YrTF/bREQk+OloFYJ8LZcAs2RiT/4eT3ZCTERMte/hcDqtcgqzAAAgAElEQVS83uvjnz7mm73fBGK4IiIiLZNnuUQNNRkqBhaqi0V4Mhzq0BJTRESkiSnIEIJ8LZcA6BjfkcyCTAodhUAtQQbbBBkKHYWszlzNHUvv4NXvXw3MgEVERFoiz2qJGpZL1KXwo3u7MhlERCQERDT1AKT+3NkHUWHeQYbEqETyS/I9mQyVMx0qcmcyfJ/9PXdl34WNzZGSIwEasYiISAtk1aEmg1cmQ3UZD+71En4ZlYiISEApJB6C3JkMlYMI8ZHxOGwHB4oOALBsz7Jq38PhdJASm8LO3J3szN1Jt8RuHClWkEFERMRf6tJdwq74ZDXBCHfdBs/7iYiIBDFlMoSg6pZLxEfGA5BdmA3A5oObsW3b55eSMruM03uezrqsdYzuNJqDRQdZuHNhgEcuIiLSktQhk6FOhR/dmQwKMoiISPBTJkMIqq7wozvIsL9gv2dbbmmuz/dwOB3EhMfw+hmvc/2w62kV1UrLJURERPzJExSoZblEeLi576wlyKD1EiIiEgIUZAhBtWUyZBVmebZlF2RXeb1t25TZZYSHhXuyHOIi43A4HZQ6SwM1bBERkZaljjUZyltTKpNBRERCn4IMIajEWUJEWARhlvdfnyfIUFAeZNh4YGOV17s7S0RY5atlYsJNJwp30UgRERFpoDATFKixu4Tt9HSNcOYXVLeT1/uJiIgEMwUZQlBxWbHPzhEJkQkAFJUVMbLjSDrGd2Te9nlV9istM9kKkeGRnm3udpcKMoiIiPiHpyZSdcsgcAUgXMsl9tx6q+993G0ulckgIiIhQEGGEFRSVlKlfSWYJQ9u8ZHxnNHzDJbtXsbh4sNe+xU6CgGIjYj1bHPfV5BBRETEX+qyXIIKyyWq3wfqsJ+IiEgQ0NEqBB0oOkBSdFKV7e5MBoC4iDiOaXsMDtvhVQgSoMBR4NnHzZ3JUFhWGIghi4iItDx1qcngLF8uUZHXEos6FH7cd9995Lz6av3HKCIi4mdqYRmCMvMz6Rjfscp2d00GMFkN7iCCO6jgVlBa4NnHTTUZRERE/KyWgo5HPv2MgpUrCU+qeuEAp7O864Rd+3KJg2/9F4C2V1xxlIMVERHxj4BlMliWFWFZ1k7LstJdP8cG6rNamsyCTDrEdaiyPTYiFst1lSMuIs4TRHAHFdzcyyV8ZTIoyCAiIuIn7kQGd02FCoq3b2f3TTeZB+5gQkUVXuPJalBJBhERCQGBXC4xBPivbdsTXT/rA/hZLcqRkiO0jm5dZXuYFeYJFsRHxnsyG6pkMjiqZjK4980rzVMbSxGRFujAgQN88cUXZGdXbX0sR8dT+NFHIkP2U0+XP6jrcgkVfhQRkRAQyCDDGOBsy7JWWpb1kmVZWprhB6VlpRQ6CkmMSvT5vPtLSVxEheUSlTMZSqtmMriDFs+tfY7hrw/nYNFBv49dRESC08GDBzn77LNZuXIlkyZNIisri6uuuoqxY8dy//33e/bztU2OTllurue+5St4UDH7QYUfRUQkhATyaPUtcIpt26OASODMAH5Wi5Fbar6UVBtkcH0TiYssXy7hXh7h5s5kqNhdwh1k2HRgEwB78/f6cdQiIhLM1q1bx+OPP84dd9zB5MmT+fLLLykrK2P58uVs27aNLVu2MHv27CrbpBaW62uWr8KPFYMItQYZai/8KCIiEiwCGWRYZ9u2+0w1A+hbeQfLsmZalpVhWVZGVlZWAIfSfOSW1BJkcH0RiY2IJTEqEQuLnKIcr318FX6MjYj1aou5NmutX8ctIiLB68QTT2TMmDEsXryYlStX8tlnnzFt2jQATjvtNJYuXUp6enqVbVILV/CgeNtPbBwwkMIN35c/Z1cIIvhaLlExyOCsvfCjiIhIsAhkkOF1y7KGWpYVDpwPVDlrtW17lm3babZtp6WkpARwKM2HO8jQKqqVz+edmC8i8ZHxRIdH0zmhM9sPbffax1cLS8uyvNpiPvjNg34dt4iIBDfbtnnnnXdo06YNlmXRpUsXAJKTk8nMzCQ/P7/KNl9mzZpFWloaaWlptPgLCK6gQN7CLwE4Mm+e5ymvmgu1ZTK410uEKcggIiLBL5BBhvuA14E1wHLbthcE8LNajCPFR4DaMxncWQrdE7uzK2+X1z7u5RPuIpFuFVtgdo7v7J8Bi4hISLAsi2eeeYYhQ4awbNkyCgvNsSIvLw+n00lCQkKVbb7MnDmTjIwMMjIyaPEXECrHBCoGFpx29fuB7+4SIiIiISBgQQbbtjfYtj3Etu1jbdu+I1Cf09IcKTVBhuoyGTw1GVxZCilxKWQXelcKLygtIDYiljDL+68/Iqy8NmfrmKrdK0REpHl65JFHeO211wA4dOgQt912m2c5xNq1a0lNTWXEiBFVtknNPIUafQUJKmyzrFq6S7gDEoo1iIhICFDHhxBTW02GxKhEDhcfJirc1FdoF9uO7MJsbNv2VK8ucBR4FX1025e/D4BwK7xKRwoREWm+Zs6cybRp03jxxRcZPHgw559/PhMmTGDPnj3Mnz+fFStWYFkW48eP99omtTHHXZ+ZCM6aazL4LPxYTUaDMh1ERCSYqBdSiKktyPDQuIdoF9uOrgldAUiOSabUWUpeaZ5nnwJHgVc9Bjf3Pse1P85Tt0FERJq/Nm3a8MUXX7B48WKeffZZkpKSSE9PZ8yYMSxatIikpCRatWpVZZvUonKthQrBgHrVZPAEGXwvUaGs7CgHKCIi4n/KZAgxuSW5RFgRPjMRAMZ3Hc+iaYs8jyu2sXQHJgpKC7w6S1TWr00/Nh/Y7MdRi4hIqGnTpo2nm0RN26QG7kKNtSyX8FWTwa5Ys8G1TsKupg6GrSCDiIgEEWUyhJjcklzTmrKObazcwYiKyx8KHYU+MxnePftd/nniP0mITCDfkU+ZU19aREQkuNmlpWT+41HKDh1q6qFU5T5W+woOVNjmqyYDFY7Bdi3LJXA4jnaEIiIifqcgQ4g5UnKk2qUSvriDCRWXPxQ4fGcyDGw7kMmpk+mW2A2n7eSX3F8aPmAREZEAOvLpZxx4+WX2P/ZYUw+lCs8FAR/BAbvi0gcfFw68shPcWQ3OamoyKMggIiJBREGGEOPOZKgrdyaDu20luJZL+MhkcOuf3B+ATQc3HeUoRUREGoddWuq6DbETba/VED6CEK55eT9fTZBByyVERCSIKMgQYuobZHBnLFReLlFdTQeA3q17E2FFqC6DiIgEP/cJuK8ODU3NqtTC0qstZXkmg7OgarFlX0GGamsyKJNBRESCSBAekaUmRY4iYiJi6ry/O2Mh35Hv2VZb4cfo8GhSk1L58eCPRz9QERGRxuBedlC3UkWNy7UMwmf+QYWAQVRqKq3OPYf4448vf94rcFDzcgnVZBARkWCiIEOIcTgdRIZF1nn/LgldCLPC+OnQT4ApHpVbkktCZEKNr+vXph9bD25t0FhFREQCzV0U0QrKTAbXra/lEBVCD1ZEOF3+8Q+i+/Urf75CJkNthR+1XEJERIJJEB6RpSZldhnhVnid94+LjKNfm36s2b8GgLzSPBy2gzYxbWp8XXJMModLDjdorCIiIgHnvrrvq0NDU6tS+LHicolqshLce1bMTnDva1ezXCLU6lGIiEizFoRHZKlJqbOUiLCIer1maMpQ1mevp8xZxqEi0+KrtiBDQlQC+aX5OKv5QiMiIhIU3MepsOBbLxEWFQWAXVxc9Ulf9RUqZCr4LPzoI5OhcN06jsyb16BxioiI+FP9zlalydU3kwFMkOGdH9/hp8M/UeQoAqB1dOsaXxMfEQ+YIpHxkfFHN1gREZEA8xRD9NEGssnV0MKyuqUPnqcrZid4Cj9Wfc2OaRcd9fBEREQCQUGGEONwOuqdyZDaKhWAvXl7PT27aw0yRJnAQl5JnoIMIiISvFwn3lYwLpeoIZBg15Ip6F2TwbVvNd0lvF7ndAZnfQoREWkxFGQIMWXOsnoHGdwBhUPFhzzb2kTXslzCVRgyvzS/xv1ERESaVBC3sLRrylbwykqomoVhO3wsl/Ddp8L7dUVFWHHVd5ASEREJtOA7IkuNjiaToXVMeZDBHWhwb6tOSmwKAFsPqcOEiIgEsSCuyVCZV9Ch1uUSFYMMrps6ZDI4i4qOZmgiIiJ+oyBDiHHYjnrXZEiITCDCivAEGSKsiFpbWA5rP4xwK5xNBzY1ZLgiIiIB5T7xDs7lEjU85zNgUOEFjqo1GXy+X6VaFHZhYV1HJyIiEhBaLhFijiaTwbIsWkW34lDxIWzbpnVMa09thuqEh4UTFxmn5RIiIhLcPC0sgzCTocaaDPXJZHDtW5dMBl+dLERERBpREIb9pSZH010CTF2GQ0Umk6G2oo9ucRFxFDgK6v1ZIv/P3nmHR1Gtf/w729J7o4UiRUBRaSJFQAWsqFhAvSp6VRSxX73qVbx6Ba9Xvf4sWLBgRUVRrlhAioQiiAQIAQwQAiSk92R3s3Vmfn/Mzuy03Z1NsiXhfJ6Hh91p5+xmd+ec93zf70sgEAhhQ0iXiMIhjTyQwPrZJz9VomRgpP+LkQVXmChVMrAuF4qGDkPZHXdGuisEAoFACDEhvyNTFJVDUdTeULdzKsCwDBiWgVFnDPrc1JhUNDua0WRvQlqsf9NHngRjAlEyEAgEAiG68UzWqS7gySAhgCqBdYqrS7CS//2eF6WeDIdHjQYAWH/7LcI9IRAIBEKoCUfY/xUAcWFop9tDMzQALpUhWPggQ4ujBSmmFE3nxBvi0eYiSgYCgUAgRC+skC4RhUoGf6YM4oCBR40gDiJIlQye/5nAQYZoNX6UpH8QCAQCoVsT0jsyRVEXArACqA5lO6cKLoa7QQfryQBw1SRaHC2w03bEGmI1nUOUDAQCgUCIenhFQFfwZBAHEYLxZKC5RQZV9YP8dWvwbSAQCAQCIZSELMhAUZQJwEIAT/g5Zh5FUfkUReXX1dWFqivdBpr1KBna4cmQEpOCJkcTXLRLc7pFTkIOjjYfhc0dXfmdBbUF2Fe3L9LdIBAIBEI0EMUlLP0GEhgG0Pu+n7NucboEHzjQkC4hVkAQCAQCgRABQqlkeALA2yzLNvs6gGXZ91iWHcOy7JisrKwQdqV74Ga4gUN7lAxpMWlwM260OFtg0ps0nXNx/4thcVmwv25/0O2FklvW3IKbf7450t0gEAgEQhTACp4M0Zgu4QeW9fZZpe+SYAHNBRlYomQgEAgEQhcglHfkaQAWUBSVB+AciqI+CGFbpwS8ksFAtSNdwlNRwkE7NCsZzsk+BxQo7K2NHt9OLaZXBAKBQDiFiGZPBr8lLFWUDOLDRekSrMeTSVXIIAsysHxqBYFAIBAIESJkd2SWZSezLDuVZdmpAApYliU1izqIg+ZqX2tVIohJifGaPRr12oIMyaZkDEwdiL110RNkaHZ4hTHv7Hsngj0hEAgEQlTARG+6hN/sBkakZFDpOutSKhk0qRSIkoFAIBAIESYsYX9PoIHQQUqaSwBwhozBwisZAMCk0x6kOCf7HOyp2YMWR0vQbYaCMnOZ8PjtgreJsoFAIBBOcQS/gi5m/AiW9SoZ+L6LXgKrqmQIHEBg3eFRMrAsi7b8fHIfJhAIBIKCKNQWEnyxYOMCAO0MMsR6gwxa0yUAYFrfabC5bfij+o+g2wwFlZZKAMBVA68CALS5SYlNAoFAOKXhPRmiMcjgA8ex46AbGwUvBoqPLohjEGqeDCoBBMWrZsITZLBs3IjSm29B81dfhaU9AoFAIHQdSJChi1Bvqxcexxvjgz5fomQIIt3itJTTAAAWpyXoNkOB3c3V/85JyAEAtDpaI9kdAoFAIEQafmLehTwZjl97LQBRYEQlQCIpYekJHGjxW2Dp8KRLuKprAACO4uKwtEcgEAiErkMU3pEJamwt3yo8jje0L8jAl74MRsmQYOJUE2anOeg2Q4GL4QZdmXGZAIBWJwkyEAgEwimN4MkQjUMa9XQJ1saVhqabPT5DakEGkZKBFZQMLsVxyuoS4VEyUEZuLCEJhhAIBAKBABJk6DJsOrlJeNweSaiO0uHsrLMBBBlkMHBBBqvLGnSboYAPMmTEZgBA1HhFEAgEAiFCCJ4Mke2GGr78CnQpKdINAZUMnteo5rcQoeoSlIlTRbJOZ1jaIxAIBELXgQQZugiFdYUYmj4UF+RegAHJA9p1jVE5owAAldZKzefodXokGBNgdkVOyfDB/g8w+4fZKGstg4vmBl09E3oCAOpsdRHrF4FAIBAiD+spYUlFpZJBHUpeupJHFJQQqxZYhlcyuBWnKAhXkIEoGQgEAoHgg65zRz7FcdJOjMkZgzcufENzCUo5lw24DAAwLH1YUOdlx2djfel6obpFuPnlxC8oaizC5asux5eHvgQA9EnqAwCobauNSJ8IBAKBECXwq/xdyJOBMhhkGwIoGWjekyFwkCFcngwkyEAgEAgEX0ThHZmghpNxtju4wDM4bTB23rQTF/e/OKjzXjz/RbgZN275+Rbsqt7VoT60BwPlHYzxKozUmFTEGeJIkIFAIBA6gZaWFlx66aWYMWMGZs2aBafTiTvuuAPjx4/HokWLhOPUtkUcfiKvi0y+hK2wEEVDh8G2/4Byp4/qjsogg8pBLpEng5AuoUHJEG5PBmfgIAMpc0kgEAinFiTI0EVwMa6gvBR8EW+MD9rTYXjGcCy/bDmy4rNw/6/3C74I4UJu7mjUGUFRFNJi0ognA4FAIHQCy5cvxyOPPIJ169ahR48e+Oqrr0DTNHbs2IFjx46huLgY3333nWJbNMCy4Vm594VlK2fMbNn0q3KnYnLteW6UBhnU7suqSgZNngxhUjLwngwuDZ4MTGT/RgQCgUAILyTI0AVwM24wLAOTTnvpyc6mV2Iv3DD0Blhd1rCXjZQHGQw6bnCWEpOCZkdzWPtCIBAI3ZF7770X06dPBwDU1dXh888/x+zZswEAM2bMwLZt25CXl6fYFhV4PBl8qQZCjS42luuGza75HMogXzQIUF1CxZPBeeIEGKdTmWqhklLhqqoCbencUtSUnhtCalIydIJPBNPWRhQRBEIIcDc1gTZHRxU5QveBBBm6ALxyoKPpEh0lxcS5Ybc4w6ceqLfVo9nRjMFpg4VtNjdX+is1JpUoGQgEAqET2bFjB5qampCbm4vevXsDANLT01FTUwOr1arYpsZ7772HMWPGYMyYMairC4M5L79KHqEJKOUJMrAOlSCDL08GufEjHygQGz+qKhm4bbTZjJJLLkX1wmeUTaooGY5ecCFOXHudz9fQLjx9ZbQoGbSkefjBVV2Nw6NGo+mzzzp0HQKBoKR4/AQcGXdepLtB6GaQIEMXwElzN/BIKhkATjkAIKxKhgu+vgAA8PS4p3HFaVdI9qXGpKLJ0RS2vhAIBEJ3prGxEffffz+WLVuGxMRE2GxcQNdisYBhGNVtasybNw/5+fnIz89HVlZWGHrOKxkiE2Twr2SQ9olfiVd4MqidKZ6Yy0pYMp5VR+vOnUolgw9PBmdpacA2g4F/LVqMHwMpGVrXrAFj960EcZWXc8f9si6IHhIIBM2QlCZCJ0OCDF0AQcnQCZ4MHYEPMpw0nwxLe2JZZN/kvlg8abGiPyRdgkAgEDqO0+nE9ddfj3//+9/o168fRo8eLaRD7Nu3D/3791fdFg0IpogRypfglQyM3ab9JHmQQaX8pnjyLk+X4CftaqUww+XJIMR2nIGVDP5Kb7bt2oWKhx9B7UsvdVbPCAQCgRBhAofSCRHHRXMDDZM+skqGwWmDMSBlAF7JfwXn9z4fqbGpIW3P7PLmh6XHpkMnK0+WGpsKs9MMN+MWfBoIBAKBEDwffvgh9uzZg8WLF2Px4sW4/fbb8dlnn6GyshJr1qzB77//DoqicP7550u2RQVMhJUMMTFc83aHcqe8T76UDB4xgi4+XthE19fDcewYYk47TVTCkk+b8EzaDSppF2GqLoEglAzwo2SgzZxXhKuiUnObBAKBQIhuiJKhC8ArGSI9kY7Rx+CJsU+g0d6IPxv/DHl7dW1cLu/onNFCgGHVlauw7OJlALh0CQDYV7cPR5uOCscTCAQCITjmz5+PpqYm5OXlIS8vD3PnzkVeXh7OO+88bNq0CSkpKUhOTlZsiwo81SUiZgroSVdQ82Tw1SdKplzgq0tk3jsfWQ8+gOQrrgDd0oJjl13OXUdQMngm9LySwWCUWkbq9eoVKEKCJ8jQUeNHT+lRNlLOnQQCgUDodEiQoQsgeDJEWMkAAD0SewAAmuyh90KoaeNMxe475z5h26C0QRjbYywAIDs+GwBw29rbMGv1LFz0zUWosFQIx649vhZWlzXk/SQQCITuSFpaGmbPno0ePXr43RZphHSJCM1RhQAAo9IB+SbeP8FTwjJ+PG+2xm3XxcUhc/586OJihVMYp9OrBHBLFQ2UXi/xZKB0uuhUMvhJlxACLmrvH4FAIBC6JCTI0AWIFk8GAEiPSQcQniADr0zIic9R3T81dyremfYOXp36Kh4a9RBYsChpLgEA/NnwJx7b8hj+vfPfIe8ngUAgECIIPzeNlJIhULqGWLUgOiZu1CikXnMt90Rm3kgZvfd7uqFB6cngK11Cr++QJwNtNqPxiy+0qUI6y/iRf+3EeI5AIBC6DSHX31MUlQ5gNIC9LMvWh7o9rVhdVpj0pqiYuAfCTnMSzFh9bIAjQ09yTDL0lB6N9saQt1Vn44IMWfHq7uRGnRGTek8CwJW6fG3Payg3cw7UZa1lAIDjLcdD3k8CgUAgRJAIl7Dk0zVU22dZLsggn0AzrCdNQL3P7iZvIN9d3yAqYekJLghKBoNUyaDXK5QMjZ8v1/xSqp99Dq0//YTYIUMQP2aM32OFwIeWIIO/FA7eb4n4LRAIBEK3IaRKBoqi0gD8COBcAJsoigpHLauA7K/bj/O/Oh87q3ZGuiua4EtG8tUdIomO0iE7PhtV1qqQt1VjrUGyKRmxhsDBlYzYDBh0BtS21QIAjjYfBSA1jyQQCARCN4SNbHUJv0EOllX4L/DnUJTOe45MyeCu9N5jmbY27+U8lRz4YIO8ugSl14N1uSXVHGoWLdL8UugmbgGBUTOxlBNUdQlpIEJ8DsV7MvhTMsjLdBIIBAIhqgl1usRZAB5hWXYxgF8AjApxe5oYkj4EBp0Bm8o2Rborqmws24gRn4xAi6MFANDi5P5PNiVHslsCvRJ7odKiwQW6g9TZ6gTfhUBQFIX02HQ02BtwqPEQlhYuBcApGfh0EwKBQCB0P9gIV5fw2z7LAuJAAH8ow3AKBx9BBrrZW55ZbCjJ2rnHgtmiLF2CMpngbmjA4XPHwbJ1azteTTB4+u7Hb0FAli5h27/f+0TwZCDpEgQCgdBdCGmQgWXZzSzL/k5R1GRwaoYdoWxPKzH6GEzoNQFfH/kau6p34T9//AfbKrah1dka0X4xLINVxauwZO8SAMBvFb8BgBBsSI6JkiBDQi9UWsMQZGirQ1acdvFLRmwGGmwNWF2yWrKdf/8IBAKB0A3hvQEinC7hqzoCpbYKzzCAjvL2WXYI3eK9bzE2b5CBcXAKAz5FgTIYpekSMTFwVVWBbWtD2678oF+K0JEgPBm0IE+XsP62XdRkEOkSJKWCQCAQugQhN36kuLvrHABNAKJmSXl8z/EAgL/+8ld8XvQ55m+Yj9vX3h7RPhXUFuCZ7c8IUv/lh5aDZVk02huho3RIMiVFtH88vRJ7obatFm2utpAaQDbYG5Ael675+My4TDTYG9A3qa/0OraGzu4agUAgEKIFfuIZqeoEfqtbsFKVgtBXBpROL5wjD0T0evll6NPSuFPsNu/pNu6xEGSQp0vExIAxc2mCjpKS4F9LMGkJwUz4aanawbrTm64qpEuwRMlAIBAI3YWQBxlYjgUACgFcKd5HUdQ8iqLyKYrKr6urC3VXJFwz5BrEGeIk2440HUFxU3FY+yFGrqQorCvEutJ1KGoswqDUQdBR0VEMpFdiLzAsg9vW3obJKyaDCdHAoNHeiPRY7UGGjDhOycCX+nxuwnMAvAaSBAKBQOiG+DNeDAF0czPoVu/92l+6BMuyqhN3ljeEFJAek3j+JPT7gjNs5JUMuoQEsC4XWJr2ehzodVIlg8kE2hNkcB49GvRrC4ZglCPy6hJ0izcdxFtdgqgUCARCdMIyDGwHD0a6G12KUBs/Pk5R1K2ep6kAmsX7WZZ9j2XZMSzLjsnKCq8npFFnxJpr1uDRMY9Ktm8u3xzWfoixuCyKbY9ufhSVlkr0T+4f/g75IDMuEwBQ1FgEADhpPtnpbdjddtjctuCCDLEZaLA3wElzhlIjs0dCR+lQUFsQskAIgUAgECILX7KxYdmykLdV8+J/cOS88TgyfoKoA/48GSAJArAMDVdNrZAu4S8wojNxAXPGo2TQxcdz13A4REoGaXUJnckkKBmcpaWoe/vtoF+jt+OBDml/uoQkoKAj1SUIBEJ00/jJpzhx7XVo27Ur0l3pMoR6afw9ALdQFLUFgB7AuhC3FxQZcRmYe8ZcQV6fbEpGtbU6Yv2xOq2q281OMxJNiWHujW8yYjMkz/lykZ0JH3BJMCZoPicjLgNuxo0GO5cekR6bjjMzzsTSwqUY/dlobC0PtQkWgUAgEMKOp2Qjn0oQSho//ph7IF6ZD6SkEAUBWlZ+i6NTpsBdV+e3ugTAqRIAr9kjH2Rg7HaRJ4NBcQ7r8FaGqH/jTU2vS9FXTf4IQVxXli4hNXmkVLYRCARC9OA4xC2sOisqItyTroMh8CHth2XZJgDTQ9lGZ7DiihVosDfgkbxHUNNWE7F+8BPrB0c9CKPOCIPOgBf/eBH1tvqgJtuhRq4u4MtGdiZuhhuQGHVGzefwwQ8+UGTUGTGu5zgU1hfCzbpxoP4Azu9zfqf3lUAgEAiRgw2TzN5XiUXWRwlLlmVh3bFddcJONzV5VvADBxn4dAkqwaNkEAUZFNUlYmI0vRafhMiTQZ4uoea/4CCmZTcAACAASURBVDf9gpSwJBAI0UCUC66cZWUw9ugh3D8iSXQk+UeYRFMi+iX3Q058DmqskQsyWF1W6Ck97jjzDsw9Y66kskKiMXqUDDkJOTgt5TTheXVb56s/+CCDQac9DpYRJwsy6I0Y32u8sD+SASQCgUAghAjZBDbs7XiCHPLqEi3ffw/n0RIhfUECy4LSa1UyeNIlYjkfqda1v8BWUMAdozdI3Bw6HGQICu/rZQOUsVTslwSGvGaYBAKBEJ0EofKKEHRzM0pmXIzq55+PdFcAkCCDhOz47LBMRN8qeAs/HftJsd1BOxCjjxFcprPjs4V90aRk0FE6PDnuSeH55pObYXaqDKI6gIvhVmmCUTLwXhHl5nIAgIEy4Oyss4X9G8s2otIS+tKbBAKBQAgfLBOeIIMvJYOQLiFTVDiKAxhJUzqfJSwBkZLB7pA8r33pJbR8+x23TV5dwqT9ntlhRINt1un0f6w8QCN+L1kSZCAQuhqtv6wTSuqeEnQBNRVvSGz9fWeAI8MDCTKIyEnIQaO9UTAODAUsy+Ldfe/iia1PKPa5Gbdk5Z6fNANAakxqyPrUHkZmjxQeFzUWYcKXE2B32/2cERztUTL0TeqLjNgMlFvKYdQZQVEUTHoT9s/djx9n/QgH7cAH+z/otD4SCAQCIQqgwzQ59bFa7ytdgrGo+ywBnrV7nU4ITFA65XCM0usBvV5QMqgGEAx6qfFjTKyfFxAEGlbrxEGXQEEGufGjJF3Cc51gqlW0B/vhw2heuTKkbRAIXRmt38G2PXtQ8eCDqHnxxRD3CLAVFsK8YUPI2wlIMH41EYJXjMm9eiIFCTKI6BHfA0BoPAZ4xGUq86vzJftcjEuycp8Vz6VLGHQGTO8XXdYWMXqlJLPKWtVp12+PksGoN2L26bMl5/P0S+6HoelDcbzleKf1kUAgEAhRQJiqB/lUMvDpEi4XXCJTMMairBjlvRgLSidJdFA9jDKZvJ4MKjm28uoS+lTvgkT63FsVxwdEGEcHZ/zIOAIEGRTGjyIVhL/qHIoLtX+Af/yqq1H19MJ2n08gdHs0qokYaxsAwFXa+cbvck7MnoPy++4PeTsBEX5nozjI4OKDDPoAR4YHEmQQkROfAyC0ufviaz+741nJPrmSIUYfg6+u+ArbbtiGeGN8yPrUXn6c9SPyZufh1amvAujcIEN7lAwAcP2Q633uy03KDUm5TQKBQCBEDjZMSgafvgOegbnj8GEcvWgamDZuAO43yMAwgLi6hA8ok8lbwlLNyEsvGsZRFPTpXmPm+PPO83tt9QbbZ/zIuoJLl3BXV8NZ7gnI8JfxN8GJ4tVDAqG7IDdo9QVl5MbmgbxYCGGGD+Yawpg25wcSZBCRk+AJMoTQ/NHq4uSTZ2aciXJzuTCZBpRKBgA4I+OMqPJjENMvuR8y4jIwKnsUAODu9Xdja/nWTpE8tjfIwKs/1MiOz0aDrQFMmFa9CAQCgRAGwmX8GMiTgX/qGXjT1gBBBr3/6hIAlyLB8koGo0qQQXy/1emgT/MqGXRxcb7b1wjrdqPmxf/AXV+vttf7KEButjxdAgBKpk3z7AxQAjTQPgKB0Dm4XIGPgVeOf0oFGQQhQ/T+FpF0iSiGVzKEMl2CDzIMSR8CmqVRZfGu/suVDF2FjLgM3Dj0RgDAvRvvxZeHvuzwNduTLsHTO7G36vbMuEy4WTdaHC0d6huBQCAQogefaQyd3Y7cV8DlQlt+vjKw7ukPLyn2BUX5ry4BADqjCYzdE2RQqxzBsMK5lE4Hg0jJQJk6XmmibdcuNH78MSqfekq5U6Jk8D85UaRLqFzH798xigf2BEJ3QbuSgRubB/redys8v7Oh9o7pCCTIEMUkmhKRYEwIaboEH2Q4J+scAMDhpsPCPhfj6pJBBgD4x7h/CI/f3/9+h6/HKxnaE2T47srvkDc7T7GdL3FZZ6vrUN8IBAIhGGxuG1YVr8J1q6/D1vKtke5Ot4BlGDR99RXnbh42JYO0narnnkPpzbfAVSbNS+YH6n7TJQBAp0Pc6NEAgKQZ6r5LnCdDm/BYgXjAq9dDnyYKMug7MMTzXJfyGEnSzc3+2w4U6PH3N9JQXSKaB/YEQndBa5ABp6KSoQsgeDLoiSdDVJKblIsjTUdCdn0hyJDNBRkezntYmFC7GXe7JtXRwuNjHwcA1Nvq8UfVHx26VkeUDPHGeCGgIGZA8gAAwOHGw4p9BAKBECrOXX4untn+DA43Hcaru1+NdHe6BeYNG1D97HOoe/2NsE1AJQNwvR4t368GAEUZN5am0fj5crhOBvAA0lGIHTIEww4VIXHiRNVDKJNJUESopT9IqjTodDCkp4meaxtosk4njl8/G9Y//gAlOD96LpHA+UGpVcoQv++BfDHU0iWEfYwG40eGBBkIhJATbNDAfeooGaguUV3C8/cwRseCNQkyyJjQawL21OyB2WkOyfX5IEN6rHe14dsj3wJQ92ToStw8/GbsvGkneib0xLKDyxT7m+3NKKgt0HSt9noy+GNQ6iDEG+JRWFfYadckEAgEfzho6QS0M0v9nsqwTm4w5a6ukqyShzTgIGpHFxcn5C/zfREOa2xEzaJFAS+nVrZScYzJJCgidPEqHgsMK/SL0umgT/MGGbQqGZxlZbDv34/q5/7lM22DsaqU4xS/1YG8jrSkS/i9RvQO7AmE7oJmJYNQUedUUjJIA7DRCF9KmCLGj9HJlD5T4Gbd2FG5IyTXt7i4wUKCMQGfXvopDJQBbxa8iWZ7c5f1ZBATb4zHxN4TUVhXqBjsLdi4ALesuUVThYeH8x4G0D4lgy/0Oj3OyjoLeeV5IQsiEQgEgpgKM+egP3vIbNw09CZUWivhok+d1Z9QoYvl/AZctbWwHzzo3RFCfwbxAJyKjfVul5seau2DBqUBZTKBMXP3K0rNyFF0nzVkZ0OXnCy6vrYhHp9XLc3jlaYwqAcZxEoG/5MTf0oGb1v+lAyd93clqRcEgjqa0x88AcFTKl2iKygZnGq/5ZGDBBlknJV1FuIMcdhTuyck129ztSFWHwuDzoCR2SPx9cyvYXaa8XnR510+XYJnUOogmJ1mNNgbhG0sy6KwnlMQXPbdZUI6RLhZcM4C1LXV4fU9r0ekfQKBcGrxy4lfAAC3nXEbzsg8AwzLoMJSEeFedX14E0Rb/m7pjlCaQPqYSPOrR8JzrauBGqpF0q1eo2JdnEopa4aBLjERANB32YdeSS+gCDIYsrNV2xDMwoyi8YfnfeTNGFWrRwThyeD3PeHP9XMMHxiwFRSg8h8qJpTBEMWTBAIhomgNGvC/C6eg8WM0Sxm8SgbiyRCVGHQG9EzoGbIKExaXBfFG70BhcNpgnJ52OvbX7+/Sxo9icpNyAQAnWk4I2463HJccs7F0o6ZrqXkrdIRzss/B+F7jScoEgUAIOW7GjZVHVmJi74nITc5F36S+AICSlpII96wb4GOiGMpVaslEWTQYZ50yTwaNA29dTGzAY1iHN4Chli7BsgxYlkHK1VfD2KOHZJ/C/MtHKoRgFmYweB3U+Yk/L4tWfV+DMX5Un7ywLCtc228gQtRUy3ff+W8rEGGqRkIgdAXEQVKtAVLeR+WUUjKIYFkWVQsXom1PaBak24tw7yFKhuglKz4LFZaKThmsNNob4WbcONZyDB8f+BgtjhYkGhMlx5yReQa2V27H/vr9sLltHW4z0pyZeSYA4PZfbsfi3xfDzbixu5ZbbVpy4RIAwGNbHkO9Ta3uNkeSKQk3Dr0RKTEpnd6/3KRcnDSfJJJJAoEQUo63HEetrRaXD7gcADA8YzgSjYlYfXR1hHvW9fE5kQ9TuoS43CIjVzI4NQYZElSUCTLEslc140ewnn9qAQSZkoFlfCgx3CKJLX8dwYzRt8pA/B7wxo+M3Y5js65B2969sjbU22asbV5PBr9Bhk78u5IgA4EgcPKe+cJj/2lNIk7JdAnP/ywLpqUFzd+slLx30QDxZOgCnJV5Fv5s+BN3rLsD2yq2oc3lv9a1L1y0C1NWTMEjeY9gyd4l+O/u/2Jj2UYkGBMkx906/FaMyRkDACFL0wgn6bHpeGDkAzgr6yx8dfgrbC3fCquTy+cc02MMpvaZCgD4+MDHquc7aSfMTjMyYjtXxcDTJ7EPLC4LWp2tIbk+gUAgAMCJ1hMAgIGpAwEAJr0Jd4y4A7+e/BVbyrdEsGddH5+GY2FKl2DavOMCeVBB68Bb1WNBfowohUH1eIbhJumiIMOgjRswcP06pbGkSgUIuqUFVU8v5J6IHcn5ST0j+1+MJF2Ce2/sRUVwFBWh5sUXpYf6UDLY9hXAcdhT8cnf+yZbFHBVVfk+NgDhXmBwNzaeWpMxQpfCun2794k/g1Yx/O/BKZguwbIsXNXVAABDRmjmKe1FCDKQEpbRy30j78Mz45/BocZDmL9hPt4qeKtd1+FLYW46uQnrS9cDABiWQZIpSXLcgJQB+OiSj3DXiLvwwqQXOtb5KOGus+7CBzM+AAAUNxfDyXAffJPOhGcnPAsAsLpVjKTAqT8AID0uXXV/R+mT1AcAcLD+YIAjCQQCof1UWioBAL0Tewvb5p4xF0mmJOSdzItQr7oHviZtrMg8kLHbO21C2fL996CbmgAAMUOGyNIlZEoGl/S5L1Q9FmSIgwxqSobWn36Cu7pa4u9g7N0bptxcQD7QVAkUWHfuhKusTNGW4MXgz4xRtEs4Ts3fAfDpt3DyjjtR9xrnkeRPycDK+m7dudN3vwIRRiUD09aG4gkTUb14cdjaJBDai+Z0CV59FOIgQ1QqjlkWrkouyGnIyopwZ6Tw9x6KlLCMXnSUDtcPuR6rr+YkrX82/Nmu6+yr2yd5PvO0mfjvlP/i0TGPqh7/wKgHMHPgzHa1FY3EGeKQFZeFcnM5nDT3wTfoDMiIy8C4HuOw8shKPL7lcaGsJw9vGBkqJcPg1MEAgJ+O/xSS6xMI3ZkKSwWpjqCRBlsDTDoTkk1ex3+jzoiBKQNxrOVYBHvW9fE5uPWswNMWCw6fMxL1by4J+tpFQ4eh8vEnhOeuigpUPv4Eyu+7H4ByAi03RdScLhEfOMggTnnwd7xaOUz5NvlEHQDo5mbv8Qal8aPfNAUVJYO3UoXsPdIgw/afLiGdbHRopS7MQQYAMK9bH7Y2CYT2orkkZZg8GaLJWFJsquuqjtYgA/Fk6DJkxmViap+pqLfVo9paHfT5hfWFyIrLwguTXsCSC5fgqfOewoz+MzAsY1gIehud9Enqg3JLOZyMEyadSfiSTu83HQDw8/GfUVBbIDmnweYJMnSy6SNPbnIuhqUPw4nWE9hVvSs6I6UEQhTCsiwu+fYSXPLdJWA6M0e6m1Jnq0NmXKbU8R+cD8/B+oNw0CqO/QRN8D4CCviSiy1cVYbm/61q1/Vbvv/e25Zn4CZMoE0maV8USgZl39L+8hdkPnC/ZJuakaMC0WdH1ZPBe6Byk3wirjKJp5u91Sukngx+0iQEvPfOtl27uC1ukYmk+EgtMuwg0iVAtX/4GtZ7PhlfELoSWtMl+Pt/iD/fqlVtIgBL02ha8bXnCeCu4uaE+pTO943rCEK6RAd+HzuTkPaCoqgUiqLWUBS1jqKoVRRFmQKfFV2M6TEGJ1pPYPrK6Wi2Nwc+wYPVZcW2im04O+tszBw4E1Nypyi8GE4F+iT2QWlLKWwuG0x6759/Up9JwuOT5pOSc4QgQ4iUDADQL7kfCusK8ddf/oq1J9aGrB0CoTvBl56tbavFyiMrI9yb6IZmaOyq3oXc5FzFvtE5o2Gn7ShuKo5Az7oHvla4hNV6fhXfn9wfXEnEsnnz/K7IMXa75Lk8yMBoqC7RY+HTyLr3Xsk2/0EDvjHRQ3/Hqxk/yrYFVjIYhPZs+wrR+NnnAdIlvPsa3ufSI4VAjEjt4W5sBGO2+L4Of7mglAwdGL6SiT+BoIr26hLhWWSQB3AjRdvu3d4grciTgY2yxRbv+xUdv3GhDnX8BcCrLMvOAFAN4JIQt9fpXDXwKuFxMGXHCusK0eJo6VbpD+1hXM9xqLXV4qvDX0mCDL0Te6Pw1kLE6mNRZi6TnCN4MsSGxpMBAGYNmoVL+nMfxwP1B0LWDoHQnRCvvK85viaCPYluGJbB63teR01bDa4bfJ1i/+lppwMAdtfsDnfXug++ggL8BJL/P8BguOLRx2DdslXVSJAPPDA2adUn+aq8wvhRqyeDhnQJ8YqUITMTGffcjYQJ49UOVG4SKxn0etX3QhJkEAUGmr74AjWLF/tNl1BTBAjlMEXXKp4wES2rNChKaNq3yqATlQykugSBoI7m6hIBgredRbQEGdy1ddLn/P1C6/sVJvhKR+EKAgUipEEGlmXfZlmWT0TLAlAbyvZCQWpsqhBouG3tbbhv432azuNdxUdkjghV17oEVw26CrcMvwUAFOU5KYpCbnKuUslgb0CcIQ7xRg35qu1kQu8JeHnKyxiSNgQ7q3YKgQ0CgeAbcZChrLVM8FohSPm98nd8dPAjXJB7AabmTlXsz03KxdgeY/FK/it4cuuT4e+gD2pqanD++ecDAFwuF2bOnImJEydi2bJlPrdFCt+eDJ5cYcG40P9gy+shoMxhPXTmCDR++hlYmZJBnyg1b2YdDlDx8ei56Hn/fZNBaTB+FAcPKJ0O2Q89hNjhw1WOUzlX5MlAxcSoKxk8ZpYApNUlePy9f6pBBt/vpxZavvtOvSl5PzqgZAjnAJykYxK6FMGmS4SYaEmXcNeJggxiJYNG5Ue4EO49YQoCBSIsSRsURY0HkMay7O+y7fMoisqnKCq/rq7Ox9mRZ9GkRcLjzeWbA5Y+3FS2CT8f+xnxhnhkxmWGuntRz+Q+kwEogwwAMCB5AA43HpbciBtsDSFNlRAze8hsHG46jEu/vVRwggeA5UXLsXTf0rD0gUDoKvCGj/2T+6PWVotJX03Cg78+iHJzeYR75psD9Qfw7ZFv8ez2ZzUpB2iGxku7Xmq34S8A/NnInbt40mLEGmIV+ymKwsLzuLKBPx77UUgRiyRNTU2YO3curFbOiPfNN9/E6NGj8dtvv2HlypUwm82q2yKFL4MyuqkJdGurV+kQKMjAH6fjVv3lk8KGjz4CY5MGGVJnz5Zew+kEpdPB1K+fpw++UytznnpKeBysJwOPPi1N03FiJYPOZPLhySBLl5DhP4VBZZNQXaJ9QQbHUR+KUVlbrNMJZ3lFu9oIa7oECTIQuhBajRzDFahjREqGSAbsJEEGsGA89z6f3kARQlB+REkaR8iDDBRFpQN4E8Bf5ftYln2PZdkxLMuOyYoyh045D456UHi8v26/z+OONh3FA5seQEFdAWiWVhh+nYrw1RzUOLfHuaiyVmFrxVbhB6TB3hAy00c5c4bOwYczPkSbuw03/nQjats4sc2Lf7yIJQVLomLwTyBEC7yS4c4Rd2LJhUtw5cAr8evJX/HTseis1OKknfhb3t/w7I5n8W3xt3h9z+uqxzloB8759ByM/HQkipuL8dmfn2HOj3NQY61pV7utjlbE6GMU5YrFDEgZgL+N/huA6EjZ0uv1WLFiBZKTuUoYeXl5mO2ZTE+ePBn5+fmq29R47733MGbMGIwZMwahWkDwNRg+dsVMHDl3nHe/ymDYnJcH86+/Sq/Dqhsduuvq4CiWemfoU5Ilz8Ew3ITeM6mvX+KtaJF5771In3ur8DzuLK+6UVN1CbUgQ6oyyKA61tB5gwxUTAzAMDg280qJx4S8uoT8On5XElWVDJ5BrryEpUZYh93HDunfpfLxJ1AybVr7VhLDKSWOEtkygaCF6EuXEE3ig/gu0WYzWn74sdP64ZbdxxheMRBl6RL8+3VKpEt4jB6/AfAky7KloWwr1Nxx5h3YMmcLjDoj1pcqSxFVWargYlw40MANFqf1nYYnz40eGWwk8RcwmNBrAgBgwcYF2FqxFU9ufRI7q3aG1I9BzqicUQA4L4iLvrlICDQAwIbSDWHrB4EQ7fBBhnhjPKbkTsHT5z2Nngk9cbjpcIR7ps69G+5FpdWrUBKrlcSsLlkNmqXhZt24c92dwvZ1peva1S5fTScQ1w65FgBwpOlIu9rpTJKTk5Eicsq2Wq3o3bs3ACA9PR01NTWq29SYN28e8vPzkZ+fj1AtIARKSeAnn2qrX+X3zEf5vQuk1+GPlwcv3G7U/d//STbpk2VBBgD6jAzVMpKpc+Yg50nRWEA08Q/W+FFoS1XJoFbCUpRqERMDAHAUF8NZ6h2OSYIMer2iQcYebJBBavzob2U09frrFdvkqhHW7eYGzPK2PNelW/0rS9UIZgDukn3G3fX1wTUWJYP9QNAtLZy5HeHUJtrSJcSeDEF8lyqfeBKVjz0Gx9GjndIPeboE36+oS5fg369TJF3iDgCjADxFUVQeRVFzQtxeyKAoCmmxaZjWdxq2lG8B7akJXdJcgk8OfoIZ387A3evvRoWlAhQovDT5JWEASfBNbnIu3pn2DgDg7YK38eMxLvIYLiUDABh0Bqy7dh1emfIKAOD+X+9Hdlw2AGDRzkU42HAQADdYXXFohc+JCoHQ3eGrS4gn0FNzp2J96Xp8cvCTqMo/NjvN2Fm9EwBwVuZZAICathpsKd8iOa6wrhD/2vEvxOi5SViLgyvp1zuxN/bW7m1X2w7aAaM+8EpukikJg1IH4Y29b2DEJyNwz/p7hJSUSJOYmAibx/DQYrGAYRjVbZEikEzVn5JBgku68qOWhqFLTJQ+VwkyGDIylCUjAVAG2Tad1pKUHHwKhpjYM89QHqimZBCnS8R4v7NCAIBhQLe0iE5QCRr4Uhb4OB5CCUtPG36UEHzgQwzjSdfhOXTmCJy48UafgQFxkEQzGn+n2nbvxtEpU4UV0bY9e1F8/mQ4yzizatpsDigvj5YVxUCUzZuH0r/crNlPhNA90TxpDtO9nhVV7glmfOE6yXm9aU3/CIQ4yMC6aeF3TlNp3jDiDTJEx+9OqI0f32FZNo1l2amefytC2V44GNdzHOpsdbjxpxvhYly4+vur8Uo+NzndVb0LHx/4GP2S+2kaYJ5KbLthG7bM2aK6b1JvrpwlP5kHQlu+Uo2eiT1xYd8LAQDV1mq4WTem9pkKACioLQAAlFvKsWjnIjy6+dGw9o1AiBZ4JYO4UsyjYx7FWVln4ZX8V7Dp5KZIdU3Bvrp9AIAPZnyAjy75CD/O+hHD0odhwcYFuHv93dhavhUA8PRvTwPg/BM+ueQT4fxR2aOwu2Z3uwInTtopeY/8ccVpVwiPf6v8DR8d/Cjo9kLB6NGjsW3bNgDAvn370L9/f9VtkcBdX4/GDwMYT/KDZa2eDPxxKoNG1uVC+u23C8914smxx8fAkJUpMVrkkU+kxWoHeSlMNXo8/bRimzE7G0P3F8oaUvFkkLSlMqE3myXvD0sr3yvGT5BAbQItVzIwftzhdbHKPqkpBez7Cn1WZPPnf+ETUb9bf/4ZRy+8CPXvva9st+gQAMC2lws2uirKAZYF3cgZRR8Zey4q//645raiGfs+7vPUVYIioYB1uVC1cCFcFe30+ugGaE2XEH9OQrm4oKZkMP/6K1rX+VcZ8sGS9hrQyhH/LkmqB/nwBooU/O9vtJTWDIvxY3di1uBZmH/2fBQ1FmHFIWnMxKQzoX9Kf/xtzN8i1LvoJSUmBWmxKhJPD4+Pld6oDbrO+WEIBqPOiFuG34JWRysa7Y3om9wX6bHpONzIScH5YMP++v1otrdjYEMgdHH4ahLiCbRJb8Kyi5fBqDNGVXrRnpo9MFAGjMgcAZPehH7J/fDAqAcAANsrt+OhTQ+h2d6MPol9AAAz+s3AyOyRmNxnMl6d+ipG5oxEo71RMHEMBhft0pQuAQA3DL1B8vz9wvdRY63BiZYTQbfbmcydOxf//Oc/8eCDD+LPP//EuHHjVLdFBA1eR83ffANAw6SJr0bhmWCrrXyxDgeMvXp5mxcFB/hBrD4zUzGg7fXyS9DLVBBqgQh/+FI7UHLPA7W3RNQfcZ8dJSVgWVapAmAYhRqDtUtXEtt270bt6x5vE5W5BR9U4N8LeWUOSZdlgY+4s8+Gu9ZHETIfExm6pWNBhqYVX8NVWQlbQYHvNj2fNz41gxVJkVt//tlvU2qBGx55nndU0Ekrv10R6++/o/mblaj657OR7ooCuqUFVc89J/FTCQWajQzFcvwQql/Uggzl9y5AxQMP+jjDcx7/OnRKdVmwMA4HGJHiS/w3IOkS/iFBhiDRUTrcMvwW9E7sjf/s+o+wfeF5C7H7lt34ZuY3qiXLCP6ZM5TLpOGN0vwZpoWSgSkD4Wa5m2y9rR6np52O3TW7QTO0EGQAgAc3PYhVxauiSh5OIIQau5u7ucbqpRUTYvQxuKjvRcgrz0O9Lcic5RBQY63ByiMrMSxjmKQU7rge49A/uT/6J/eHk3Hiz4Y/YXaaMa7nOFAUBYqi8NZFb2F6v+m4IPcCpMSk4M5f7pSorLTgZLQrGRKMCfjisi+E53bajmkrp2Hm/2aizdUWVLudQV5eHgCgX79+WL9+PSZOnIgNGzZAr9erbosEWhQAzd+s5B5oXZll+SCD+qDR6PGikLfPDzINmVkKTwZDVrbyQiEyg6b0ysC82MRRrKiouP8BNK9YoQgysAytCJSI0yUa3n0XpX+5GQ3vvMsNZtU8GRyeQa6OQuPnywU1gGqfZSoPQ04O3LW1wn1VEvDxsTInMYbTiPi+Lcid1f4ustfHmC2eB7T2FX8f/W76+msUnz8Z9sPR5WcTbZOmcCJURonQ75o/6t56C81ffoXmb78NbUOa0yW8n2umHd9BrYiVVGyAiTNjE1Wwc8kMfTuAu046ppEEXkm6hF9IkKEdJJmS8PzE54XnG6/fiNmnz/ZzBiEQRp1RSKlYOm0p5pweGfuOsT3GCo/LLeWY3n86ysxlKGoswt66vTg97XSkx6ZjT+0ePLP9GWwu3xyRfhIIkYA3UcxJkB9hdwAAIABJREFUyFHsm3/OfNjddry2+7Vwd0vBu4XvosnRhLtG3CXZbtQb8f3V3+PDiz8EwJWabHY0I8WUorhGZlwmvrz8S9hpO9adCM4AMph0CQAYkTUCG6/fiG+vlA4gx30RWqXA+tL1eHX3qzA71UtR9urVC7Nnz5YYQqptCzdaggw8WidNwnE+VvKMvUVKBoMBWY88gj5vvyWs4hkyMyXKAQCg9CrpEyGawOjTfSsFAYCKkb5nlm3bFEGG5q9WwOKpusHDGz/qMzPR/O13wnZ3Q4NiEs4yjODBwDqcqFm0COX33uuzT/J0CUNODlinE4xHMcBYLKKLq08wWD/pGD4RD8B5pYHq50TaJm3m+mXdvkPzZMzX58/yK5daFm3SfBJkgOJ7HBXwn9MQr1C3K13C1Y7voEYkQUSW8bmwZ96wAYdHjoL9T055yP8ty++7H41ffKF6jlbcdVJ1FSP2qYm66hIeQ0qSLtG1GdtjLDbN3oSPL/kY2fEqqxWEoEmJSYFBZ8CE3hMiki4BAH2T+2LvLXtx9aCr8dS4pzAmZwwA4G95f0NxUzEm9JqAzXO8gQWxuoFA6O6Um8sRZ4hT9Uw5LeU0XDXoKqwrXaeqZrA4LTjWfCzkfTxYfxC/HP8Fl592OS7oe4Fiv47SISsuC4NSB2HlkZWot9X7TOXKTcpF/+T+KGkuCaoPWqtLiMmOz8aQtCFYdeUqPDrG6/viZkK3UvJI3iP46MBH+N/R/4WsjVCgSBXwh1b5N2/86GOSJU6XAIDMeXch6cILheeGrExl1Qm1gIJKFYjOwJCR6Xe/TpaaYNmwEY4S5feRaZOqZ/iggalvX8ngmktrkAUZ3G5hkCs1lFRHoWTwVCLh85/F1/C1iuk4VqIoMVo0dBhO3jPfd8PiCZLHxJv/X72jnMqBVzLUv/12EEoG9X7zBpf+ypjSFmv7gigd4RROl+ADR9GoZAiV0SJt4T6H+tRUzwatv5ciNVAnfUZdlZWKahDydAnGrB4Qt+74HQDQtmsXd57nc+w8fhw1/3pe9RytyNOaWFsUp0vwqSskXaLrkxmXidE5oyPdDUInY9AZ8PzE5zE8Yzj6JvXFJf0vQYO9AQCE0porZ66EQWfA10e+9rkKSCB0N5ocTciIzZDIsMXccPoNsLlt2Fi6UbL9y0NfYvyX43HV91eFdNJcbi7H3LVzkWBKUKgYxFAUhStOuwIVlgpYXBZkxvmeoPVM6InN5ZtRaanU1Pe9tXuxs2qnz/coEIPSBmHuGXNx79ncCvC7+971eayDdgiVjoKl0c6Z18UZ4jCx18R2XSNSqJWK9ActXhH3AUvTcNXUqHoy6JKSoE/yn8JnyMhQBBnU+ikuK6mVQXmbMGiLf9WcIdO/WbKa+qP2pZcCts0HFnRxcRKZMN3Sopz4uFxgPG7wmoIMssCHPpl7j3kFg/NkuXenj0lWwzvv4tjMKxXbLZ60HzUkAQtByaASNJB7MphF5TK1Ti58HMcHGfypco6MGYPSW+dqa6eTiLZJUzjhK8t0lllgSOjEdCtbQQHM69cD4PxjAO1KBnEaAt3Q0Cn9OXrhRTh2xUxpM6IgA8swkgl/9aLFgrJBl8R539CeQGBnVZUAlEEGcQWcYNphbDa0rF4dHqNMki5BIEQ/ep0eL095GZP7TAYAJJq4H7LT00/H55d9DrPTjA/3fwgnzeV3EwjdGYvT4tcvZUjaECQZk1Dc7F1ZzK/Oxws7XxCeFzcVq53aKRTUFcBBO/D6Ba9jYOpAv8deN+Q6nJ52OgBO3eCLMzK5coEXf3sxRn42EtesvgbfFX+neizLsrh1za0AOv46/zrir7io70VYWrgUNdYa1WNmrJyBBb8uaNf1d9fsBgC8P+N9nJZ6Wrv72RWQr3TzFA0dJjxu/vobHJ0yFXVvvqk4zpDBTeDT586F3keaiD4zU6mwUFsRDTJAAgDGHj1gzPavmNRnBAgyqJSL1AIfWKDiYiWriIzdrhgsuxsbBU8GRpOSQTrB1nkCOfwg3nniBABOReIsK21X/wFPGod48sxqUzIIr88zrxM8GaC9CoMQ0JBNDoWJSoBJvaohZQjRPMnshgieDMZoDDJ07sTUUVKCEzfciKonn4QhKwvxYzjVrub0MtHn//g118JxLDQqRXEJS7CsZMLf9PnnODnvbrTt3Qt9Ehfg5X+j5JN/dxCBEEdxMY5deZUQKJVXvBH6QFGwFxZqCqgCQPXzi1D598dh37cvYPt82kewMC6SLkEgdDl6J3KmX1aXN4J5RsYZuHTApfjwwIcY/flozPlxDspay3xew0WT+tOEro3ZafYbZKAoCoPTBgsVWQDgpJmrVz0kbQgA4La1t2Fv7V5hv8VpwZ6aPTjSdAQnW092qH8H6g9AR+kwOHVwwGNTYlLwxeVf4N6z78VNQ2/yedydI+7Evyb8S3jebG/Gh/s/VF2N2FG5Q3h8dvbZQfZeSow+RvCmOdF6Qtj+981/xwVfX4AvD32JRnsjfqv4LWhjSgA42nwUFChN71VXx1eQQYxlM6cUMK9Zq9inT+cUbDlPPoEhO39XPd/gOUaCWkCBn2x2siTbkOk/XUI+ofee6H9CxQpKhnjZdodi3mP97TchvUKt6kPChAlIu+kmxAzngjs6WeCDV4vwyhNnKRdY0CUkoOHdpX77WfPvf+PEX25W3Xdi9hwcOuNM7wZVTwY1JQP3H9URJYMPpRHtCTJEnXIgyozswgr/2lVMVKOGThIyuKqqhceJF14oBEjbVV0C3oBgZyNPl5CbMFq3bkXpjTdBl8grGTyBUFmQofWXXzS3Wf/uUjiOHIFlyxbuUnV1kt9r50nPOMUzBqha+Iym6/LvUaDv/LGZV+L4Nddq7i/XFRZNK74G08L9Rlk2bIyK3xYSZCAQNHDniDtx2YDLcNXAqyTbnx3/rOS5eLC/sWwjDjceRoujBVf+70qMXT4WRQ1F4egugRASzC4zEo2Jfo8ZnjEcRY1Fwuq7zc05Pr8/4318eumnaHO34fEtj+PHYz+CZVlcu/pazF07F9euvhaXrboMa46vaXf/1peux6Tek2DUa8vZN+lNmH/OfEGhpEaMPgazBs/C5jmbse7adZh31jyUmctwvPU46m31ksDI0sKlyInPwReXfYGF5y1s9+vgGZAyAACXbuKiXShtLcWaE2tQb6uXqEOW7F0S9LVLmkvQO7G3pPpGd8VxJHCQwV1d7XMfL8X1h5rEWi1dgk+p6LGw458PcYBANcghQudDlm9I828Y2foz933UxUoryjB2uyKFofrZ52D21K+nm5Wre1RcHHo8sxD6ZE4NQsVIr8lPFBiLVMmgZaWw8ZNPYdu9W3VgbT9wQPJcki6hxZMBUk8GQDpRYOx21Lz8Mtry85Wn+lA88EoGX8qBzpR7B4OWiQltNntzv7sR/N8iqtMlOgnG5vVeiR810juJ9rwHJ/5yM+reftv3BeRB9nYotLTA+EmXUOuPoGSQ9S+Y9EXeJ4X/jrrr6gS/GECZHmJetw4nF9yHquee486z2WDetEn5WjzVL+S/e52BZVMeqv/5T0kqB19yN5KQIAOBoIGUmBT8Z/J/kBqbKtkeb4zHC5O8g/3CukIAwJbyLXho00O47ofrUNJcguMtx0GzdIcmUARCpAmkZACAm4bdBJZl8fqe1wFwJRkBLvd/ZPZIfHrpp0g2JePJrU9i8c7FQsUKnr9v+TvuXHenRA2hhTZXG2rbanF2VscUBL5Ij01Hz8SeQoniJXuX4IKvL8Blqy7D37f8HT+U/IA9tXtw+5m3Y0TWCEH91BF4U+GNZRtx9fdX44pVVwj7Hh3zqFCNYlvFNlRbfU+S1ShpLsGg1EEd7mO0ohdNnt016ukmWvE1QVcjfpy3IggrKr8m9CslBUOL/kTaDR2voCQ2DQxkhukr9z9QmoW3rTjJc9bu8GtGpzYZ4A310m68EQAQO2yotC9JMk+GIIIMQr+0mNCJ0yW0eDJ48KVkoFta0PjhMpTefItKUz5Kb3omHL5WjiXl+MKJhiDDkbHnovzBh8LQmfAipEsYos/4sbPz+FmRwas+I5ObhBsMYGkajM0G2549/tUJMjm+WgldAKh7+21JWlrQ/XR4v8/NK75WpC4Ix3lUKLTFo2SQf++CCTIkJHCXEAcZcpTpauJ7jGXjRjR/+RUAoHrRIpTPvxf2oiK0rluHoqHD4KqpFd7z9vjyBMJdrxJ8CaH3g1ZIkIFA6CAzB87EljlbMDBlIPbX7wcALNjozZPOO5kHADBQhnbJmgmEaCGQJwPAVWS4bsh1WHtiLawuK+xuLsgQo+ek0SOzR+LrmV9jeMZwrDi8AnGGOPw06ydsmbMFj415DAvOWYCdVTux4vCKoPrGp2X0Te7bjlemnR4JPTAsfRjWl64Xtq05vgb/2PYPZMRm4NrBwckc/aGjdLhm8DUAuJK6cYY4JJmS8P3V32PuGXMxJG0I5g7njOF2Ve/SfF0X7cKJlhMBfSu6Mn3efAM9nv0n4kaNguPoUThKgqsQIsHPyqY+NRV6UapC7vvvIWYYN6jmndvltNcUVE72I490+BqBFBA8VJwsyOCwI9g8cX7ylnzxDAw7VKRI8RA8Gdq4qgp8eUdxsKbfF8t9N6DTSY5t+vpruNQCTJ4JiKu2Fk5PLrnqCr7M+NGXJwNXaYOj/t2lKBZVHQlowObLGLItMkGGQEoGfr+81Gl3QFBnRLOSoZN+O8RVZCiTJ0DpdqNh6VI4jx8HWNavWkUePFMr1wsA9W9wHjfBBEnEn0Fx0LD+rbd8m0x6AkRMqyfIoGiPQt3bb8O8cSMC4Q0ycO+Ru64Oxmxl2W69j99O5/ETnvOtaPGU/bUfPMipvyAKbIqwFRSoK6E0Iq8KBACuikqVI8MLCTIQCJ1AWmwaJveZjIMNB7G9crtk30cHPwIATOw9EX82/AkX0/1khoTuD83QsLgCBxkAYHq/6XAxLmyt2Aqb24ZYfazEXFFH6XDdkOsAcKlIfZP7Ii02DbeecSvuOfsejO85Hj8e+xErj6zU3L/SVi5/u19SvyBfWfA8PPphXD/kekzvNx1vXPAGhqVzk8q5Z8xFrKFzpZDPTXgO++fux86bduKPv/yB7Tdux2kpXqPGh0c/jCRTElaXrIbFGbiKAgAcbz0ON+vGoLTuo2SQD/iMPXsi7YYboE9OhvP4cRy7/AofZwbGn0pg8NYtGLzJO+HSmUzo+a/nYOzdG3FnjWh3m1oIRg3hS5avV6lKoVdJodDFSoMMjN0hTDRO+/knGHr0CNwJldXO+LFjhceU0QjKZAJjscBZXq46QfdrYKnTgRGtfFY/808cnTJVcRifLnF08hTvRpoG43CgbN48kYeHN8jAOp1g7XbJ8TwuPtVGr0fda6/BXVnlbUtNISHui690CZty0hAOAhk/iuXY4cRZWora/3vN72SVZVnUvf229+8RJHyAijKof9/dTU2CTwjfHtOO8o32oiLu8y2j5YcfceJGH/5AnbwqLQkyyH7f+NK2flNi5CUSdVL1R9HQYagSp4QF4Q8gDhTKlUm+FD7851ZQMsjeL5ahUf/GmyhfcF/A9sXpEixNg25ohCFHGmQw9OwJUz/lWIN1uby/WzodKI8CjLXbvH1X8T05ccONqkooLbAuF+gmpQdOzQsvqBwdXkiQgUDoJG4941bkxOfg7vV3AwCWX7YcT577pLB/Qq8JsLgsGPXZqKBWHQmEaMDq5gaXgTwZAE6tkBaThl9Lf+WCDCoT7+sGX4efZ/2sWmpy4fiF6JvUF6/uflVzUK7MzJmuhlrJAADje43HM+OfwatTX8UFfS/AY2Mfw7ie4wSjxlDgK3ih1+kxb8Q8/FH9h/Db4w+GZfDQJk7qPCIztJPgUNLvi+XIff894XnqtddI9us83gf6FGlZyfYgn2CLoYxGxSA9bsQIDNq4QVHSMlTIB8BiEs4/H4DvHH9DujLIkDD+PMU23i8B4F4za7cJA3lTv34BjScBb7qEmH6ffSpqRAddYiJoiwXOE9xkztS/f8BrCLjdsP72W8B+qE3Y6OZmtOXnw7plK6qfX6TcLyuDKlEyeEz0VAMgKi7vErWAD6PFcKZLSCaTAYwfxRVGwsnJu+9Bw9KlcFdV+TzGcegQ6t94E5WP/b1dbQiVDHyIBY5fey1KLr5EeN68ciUOn3V20EGN8vvuR93rbyi2Vz72GGx794a0xCEPLfo7ylOpHCVHAQQIMvipXsAHXpq/8S4SBFXq0V+QwWGXHy65vqA2kr2H1m0afhc88N9jps0KurERYBhFukTM4EHo9cJixbl0c7NQ2cF+8E/BSJixeYMMmivTaPQ9OXbV1WhYqmKMGyKfjGCIfA8IhG5CZlwmbhzK5ZoaKAPOzDwTNw27CXmz8/DmhW9iVM4o4dj1petxsOGgxAjSRbuw8shK/HTsJ2yv2K64PoEQScxOblCiRcmg1+kxNXcqtlRsweHGw6oTZIqikJucqyodz03KxZ1n3Qmz06zZm6G0tRSZcZlIMCZoOr4zGdtjLD6Y8UHETBRvO/M23H3W3SisL5RUwFFjdclqb2pJUugDMqEiftQoxI3wBkn4Emy933wDfd5aIuT365K8E/32mOmlzpmDrIejN/98yM7fMXDNzz7393n9NeS+txS6BPXPpkLyq9cj+corlceJSnfqMzLQtisftr2e8ooUJfGH8ImGXHddYiIYa5uQD24aJE3pCWTKV/XUU4H7oTJBclVU4OQ98z37Wen/FKWcXIuVDDXcJFPNu0Mt/UB8LV/pCUKQoZPk8f6QTOoCrDjzwZZAHiCdDe/LcfTCi3wew8vRGafSC0ULjKdcq6o/ByAoVPhJouVXztzPtq9Qcxt0SwtcFRWq8nZvQ9LfKZZlYdnMVTrorFQrIa0Ays+tk08tc/n+vVRMlEXGqWomusGURmXtdlg2b4arslJawhKAff8B9XM83ia02awapOFLQgb63LI0DcsWrtIQY20TvGWM8kAuRUGfmio/He6mJkEA1fqLt1IRY7MDnqCB1vuQ1kCj00f50M76rHQEEmQgEDqRsT046ef0/tMFeXhGXAam5k7F4NTBmD1kNjLjMvHloS9xw483YPaPs4VzC+oK8NyO5/DE1idw94a7wYjNqaLAwIVwatNoawSgLcgAALcOvxUmnQkFdQXolxx8CsPo7NEAgN01u1X3t7mkg7Sy1rIuPWnuKOdknQMAmPzVZDzz2zOclFc2mdpTswcLf+MkrEsuXBIVg5AOIZpwJk6ZgiH5+UiePh1JF3knIrpY7+qyVgPB3q/+V3jc87lnA1ZgiCT6lBS/E3xdfDwSJ08Ga5OuAPJBA31qimT7oA3rkThpkrId0YA6Ydy5sO3bB+u2bdwGigIVFzhNyJc5nLCfouCqqkLrDz/AeeIE9KmpCqWFrzxonkSxH4IvfK0kylYOhfsuBdCt0iCDOA3CXc35PohXhIVJmFxWDqnru6/JF+/JIFZH2Pbvh2XrVvW+BwHjcEi+C6xoMsNPgFxVVSi97XbQzVIZNh8g8Zu2EgIYu/oKNgC4GxtBt7YKK7/tDYDwMn37oUN+j+PfO2NPLkXIXe1bXSGHT8VhXb7TLOSTUEtenl8FR3sQfwYVSoZiTslg3b4d9e+9r34B2edaHJxyVSr7atu7R3PfmLY2nLz7HhybeaUiHYVubFQ/iW/f5RK8FCS7m5q4frpcClWSpJ/7CmHdwn3HGKtVCDIYcmTpYD6+t3RTs7cvoreIdainWvmj3Wom/r4eBfd3EmQgEDqR4RnD8fElH+OpccrVFL1Oj4XjF2LZxcswNN3rqs2XwGt1SsvN8CaS/zv6P4z6fBQKagtC2HMCwT/fFn8Lk86kuXrDoLRBWH7Zctxw+g1YNFEpPw5EVnwW+ib1VQ0ybCrbhAlfTsB3xd8J28rMZWFJlYhWxvcaj7tG3AUn48Sqo6uwtHApzv70bNyz4R48te0p3L/xfsxdy5lEfnLJJ5iSOyXAFaMfuXRen6iiYhFNOPiBpt9rxsYi5vTTO9y3aEM+caE8JSn1qamStBN9SgoogwGDNm+WHC8EIyhKMEYTrkVRflNKhOP8pToAnLzXM1G0FRbC1K+fxOl/yB87VcuCimH8TCB4WJWJvz8oigJjkQYZxN4Ebo8ZnWTizb/fKqUx6RZxkMFXdQmPE71oAnji+tk4ede8oPpOt7Sg1VNWlKfs9r/iyDhvSoxkMuOZANW//Tbafv8drWvXSs7lZfZUbOeX4fOH2A9DvopePGEijkyc1PEgg2fVvO333/0ex5sP8oavrmrt1Wvshzllnl9TRdl31XVS6d/QUehWb5CJf7+M/bj7p7OsTNhX9+qraPz0UyiQBbD5IEPp3NtQdtttisOD+dzy3y3GatVWLQYAK1Jd2PYoxwxinwdXRSUaly+HdccOZdui77k4yGCUpUv4UiPQTU1CuoSkAo1EvaQtXUItWKKFlGtmcQ9IugSB0P0YnTMaKTEpPvcPSBmAb2Z+I5Sf21zODeb4ldkvL/8SRp0R7+57F8VNxXin4B24GTcW/rYQe2q0R4NDBcMyWF2yGvvq9kW6K4Qw0eJowfcl32PW4FnIis8KfIKH3ORcPHXeU+iRoMEUToWxPcZiR+UOFDcVS7a/s+8d0CyNZ7c/i3f3vYvXdr+Gels9BqQMaFc73QGKovDAqAfw0uSXAABvFbwFANhbsxe7qncJvzMA55nRHQg4aYVUChwoyJA47SIMLdirmER3BzLvW4DUOV7PEMqj8NCnpiLR49sAeCfK8kE17y9h6NkDlEm5iq2LCxxkCJguQVHImMdNRpwlJZwfg0f9QJlMXB8CDJzbdu4M3A+W0ZbvzMciKEqhZDhx/fXCY758HBUjUjJ4JiFeRYO3TcYqCoT4WNXk1QXia7aHqmf+iYoHHoTj2HFhm23PHqFv5rw81L32uqjfXH/4ibNB5qrPB3F0IVQyWLZuk6xgH5kwUZJjrzrBc7k6HGQQ0iXgXz3qrvdUOPBMFl1BqAwch49wD/ylIsjTJUQpA/znyXnyJCqf/IfmSbgcpkWpZEib7VHWyoI4NS/8W6WTsvfH8zn29/0rv/9+VC/y+hgwbW2oe+stxWuQBOFsdsSNHo2hhf7Hm+L3zFXpv6qC48hh1Dy/CGW3/1WxT6yYodtESoZsjUGG5iZB5SEOhjW8K/JM8ON7Ivb3aNv5e7tUzPpEj9o0BKUyg4UEGQiECDEkbQgGpQ7CK/mv4OMDH8Pi4m7ePRJ6YFLvSdhWsQ3XrL4GldZKTOs7DeWWcsxdOxf/t/v/ItrvpYVL8dS2p3DzzzfDzQSf40zoehQ3FcPNuDE1d2pY251/9nwkmhLx2ObHJJ+1MnMZrhp4FViweKvgLXx44ENkx2fjqoFXhbV/0cilAy7Fvyb8C9P7Tcf669Zj5192Yt1161BwawFenvIy8m/O7/ppEjwaSs2JV4LdTU1+TbeE1fgoWAHqbAxpaej53LPCc12MV8kgRhy4yX7iceGxPjUVWQ89hH7LlqlK5TsjXQIUBdMALlDIulwwDegv9Icvbyl3sW8PLE0HTJ1pXbsWLatW8R1TKBnE0HX1XNdEwRdBPu6ZJNCNjTg04izQZjNaf/J6aARKl9AZAwcZWJcLx2bOROvPP6N68QugLVa4KitxZNx5aPOs6rprlHny7poalN8zH60/i/rjmQC5PaU/KaP0b0aHMF3CdvAg2nbtwsm77kLrDz+g4cNlsO0/oJTIe4IJbXv3omjoMG/fPZNVX9UhAiFe7Zb7IoihGxsk7blOntTchkODkkHeNmNTSu2r//ksWlatgvWP4E3EzRs3wrbPO2nnfyPFwRlDlnQxoezuu4UJNwDQZpkRqgbPBfP6DWj6/HMh5afx009R/+YS1P73v5JADd3sDQa37doFXYwJlMmEIX/4DmCwool7IAUAb0ipz8gAY7OhetFiQb0h/gw4/ixCy+ofoEtJUZTwNfVXTwF1e4wiuSfqn6GTd98DV2UlqhY+I/FDAYCqf/xDeFz93L/Q/NVXfl+LGvxvcTTc50N+J6UoKoeiqI4nkREI3ZD3pr+HCb0m4L+7/4sNpRsAcO79j4x+BNP6ThOOWzxpMTZez9X3XXZgGfbX7Y9IfwEI/QSA29fejk8OfoI7frmjS5XmbLY34+VdLyvy+gnqHGvhjIXEpRPDQU5CDp4e9zRKWkow8rORWPz7YhxuPAyryyrxeXho1ENYe+1aZMQpnfJPRWYNnoVXp74qUZDoKB0u6X8JYvThzaUOJbx0PmHCeN/HiNMlmpv9Th741XgtComujjhdAuAG3HpZhYiM224TJNQsTSPznrth6t9fdXVdS7qEr5U1oV2GgU50bXG6hM6TCkN1wuoc3dCAxk8/83tMxUMPw3ncu/ovVzJIrucJWIgn3oKSQaZUqHjwITR/843oZDds+/ahaOgwYQWWcThANzUqrinHcfw46t99F66aGjiKj6Likb+h6bPP0PL9/9C6Zg3olhYhAOJWyWU/eoGKf4VbGmRgZSvuvHs/FRv4d4RlGEnJR2G7y4Xy+x+AvahIsv3Etdeh9JZbAQBVTz2N2pdflihGhPM9fWz++hvpds8qdEc9Gfg++sLdwL2XfJDBWVamacWZZRjYeU8GP79D8n1iXwxeas+/RtZHtQV/yMs4KoIMFCVU5+Gxbt6C2te9ihfrjh3QZ3l/L2r+/W80Ll/uvaYfnxghdcLjW9b4yaeSz6JccUZ5Am1CoFENt1v4rtSJ+ilHl5CAtj/+4NppaMDxWdeg6fPPUTLjYrBut8L7w3n8OAyZmZIJe+57S9Hj6adVr083NQuBRX8B7eoXXkDzN9+gdc0aaXsnpN8Xbzld7QgqIyrywfKQ9oCiqDQAnwDoftpDAqETyIrPwhPnPgEKFP6o5n74/r+98w6Pqkr/+OfMTHqvhJLQCVUGKYHjAAAgAElEQVRagB8q0hEpClJUxIK9i7KI2Mu69rJ2WcGOrgV3V0SUFUERVNBFQEBEWugtEJKQZJKc3x935mYmmUkCpM3N+3keHjJzz9w53zl37pnznreE2ENoEdOCJ/o/QUajDP56xl8JDwonPjSeKZ2nADB1yVSOFpTuxBT7iPusbrTW5Dpz2XxkM9eedi2TO0xm9YHVPLXqKX7a+1O9yhmxN3cvu3NKXeZ+2PMDY/41hkEfDuL7Xd8zd+Nc3l7/Nn3m9uH+5feXS5AneLP16FbCHGEnHfZwKgxKG2R6UHzw+weM/2w8APGh8bw5/E1GtRrF5Z0uJ8hWu9nOhfpB60Vf0eyll/w38DAYFGcdMePnfRGUlmr8YUFPBjc2V8JH9w9Rh8vI0HbJN7Rd/HW59mmz55B8xx04PBIu+nKVt1XBk0EX+Hbtbv722yTecAO2qCgvz5PgFi3M6iDm7nQ1GIB23XY7h2bN8ns8b2WZ3WFf1SV84Dsng/fiM2+19zypi4rJ+ueHgJFoD+DPocPMEodlk/J5cnjOHA4893evHWYAR2JSOXf24oOGsWHfY49XqKHItcBzG07K5oxwe3Qof3UePci86ir+PHt4Oa+R/E2bOLZoEVvHns/BV1/l+Jo1FOdUXBXHEzMsoown06E33zSedy2Wnbt3s6F9B6/xLMzMJNe1yCyLZ1UKX0YG92520aGDrjbG9Vxy7FiVwhacO3eiXVUlTiQng9c9y7Vj7zYS7nvscX535df4c8RINrTvwIb2HTi2+Bv+6HeWWaVFFxf71e3+vMzcDM2aUZKdXa6d22AFULh5M1EelT6K9u5ln0fp15AypWd9aSznReW61s1wlDLPK6WIHjWK+CvLhzloZxE212dS0Vi4qxCZOlyfD0D+unXo/PKVScp6dUSedZZpkE7/3y9eZXiLs7JKx6+CBI92V0he0b79Xs+XDfUoa7wq2LqVjT16ku8Kuyn04UWjXF5q2Ot+HqvpHhQDFwDlr1ZBEABIi07jo9EfMan9JKZ0nmJaTINsQbwx/A3Oa1PqAn57z9t5a/hb7M/bz5fbvgSMXflu73TjjqV31NjOfEFxAZM+n8SYf4+hRJfQJbELM3rPYFSrUYBRsvPJlU+WuyFmZmeSlV95srXq5L0N7zH046Gc/cnZOIudbDu6jau/upo/j/7JgeMHuO6/1/HdTsO5Ki0qjXl/zOPxnx7neNGJZfLdl7uPPTnVm/G5utBas/bAWhZuW2iOyW8Hf2PNgTUnbFA5dPwQi7Yvom1cW7NiSm2ilOKFQS/wwchSt8GksCQ6JXaiZ6OePNrvUezV4EItBCbBqakV5wPwrAJw6CC7Z9zpt2nCFcaPVyt7MrR4/30a3X03KjgYW0SE1y6mrwVtcLOmJFwxxeu5srvbAKoKngz+DBEhrVqSdMvNKKW8FurBaWk4Eg3vJPcus+eOYtTw4TR7uQIDU3WhlFfiNr/NPK4b7Sfxoy5TulAXF5seHu6dz6L93gsP8F5saK2NsoauLPhFBw96tVU+FhfOPUa4xGHXQtwfe++9D6fnwqfsrrrrc6gsp0X+77+Tu3yF6zXervWeSTOzF37JtokXsHvatArP54n7sy0bylGw3vCMsEVFApD7o7GoPvLxx2abfX99hB2XXkaBu0yjC3eIifkePhaqbs3FLk8Gz7wRuqDyspnupI9BzZqV+/y8xrfM98ud8wNg/1NPc/Szz0xvImdmJiVHjxpeIx6lDHfecANFBw5w3FXy8fCbb7Hj0svI+fbbcv1yX7duI0NIq1am4crLS8xlfC0+dozio0cJTvOfaDmoaVO/x8BV3aKMV5I7F05h5g6v5z1DsZo+9STRZ59d7nxHPvqoStWDfJWddJOzfLlPz5CyRgavPoeFeR3P++Vn0wOqIi8Edz/y1601vXd89umbJabh6PjadRx+4010Xh45S5dyfO06tl14UbnXmJ5m9SBcovKAxlNAa50N9SMuRBDqM+nx6czsM7NKbbsnd6ddXDueWvUUOc4cnMXGZPXFti/4dte3PHnWk5zR9AwUqtq+e0+tfIp1h0rrE3dK7ATAQ2c8xP1972f+lvk8uOJBhnw0hNsybmNUq1HsztnNiE9H0CK6Be+NfI/o4Gh/p682ftn3C4/99Jj5uMe7Pcy/L0i/gH9t/hcFxQWsO7SO+/rex/ltzueRHx9h7sa5zN04l0XjF1Vpt15rzZCPjXCWNZeuKfc5Zx7LZEf2Drondyc8qAr146uRdQfXcf/y+9mUZVi613dez/aj21mcuRiA5PBkeqX04vJOl/P3X/7O2DZjGdp8qN9r5eNNH7Mvbx9/H+jfBbE26JTYibWX1V2YkBCYeLqrZ7lc5IPbtKZws/ciI6Rtm9JFooWNViGtWhLSqiW5y5ZV+IO7Itw/5iP69SOklRFCFdbVqDrT9Nln2HXb7T5fZ4usvPytO6mkIzkZW0QE9gRvI4PbkyH+sktpNHMmOcu+PykNJ4TWlBw7hi0qqkKPBu1hUHBfd5Vlktf5x1Hu681X1QvXOT3jzLXTSeHWrWZIQ1lPBu10ljP4565YgXPXrgr74mZz/9LKM2V31d3hEv52i49+Np/wXhkUeiziPdvqwkIOz3nDfFzgKheZU6aaSUXooiKy3n+frLnv+zxuzmVud3UP43jBNmMBmPv994S0bm0+v3XMGJw7S6s4HH73PQ699hrtfvoRe3Q0u26/vTSUxO1Z4GEoKMnPN5Oj+qPg902gFKEd2pO/8XdvTR5u+rumTSP1tVcJciUbLC6zs797+h1EDhns9Zyn4cYTt+HEnXMgb+UqwMi3ovMLsEVGmm3dRobgNq3BNR7BLVqYxiLTyOAKvbHHx5N85wz2+/COcTSu+HdU8ZEj5bwG3N+ZvDJ5Jsou8kO7dKHRXTPJWfotud9X/P0P6djBND4BqHD/xtCDz79gJJstQ0VGBij1DgMo8lG+0xduQ9KxRf+tsF2RRyJIz9ChrLlzOfjqqz79idyeZsrq4RKVoZS6Rim1Sim16kCZm6QgCL5RSvHMgGdwKAfP/vwsL65+kVB7KHPOnkNMcAxv/vYmEz6bwOQvJp9UGIVnboX8onyWZC7hg98/oGtSVxLDEkmLSiMxzIjFC7IFEeoI5dzW5zKt5zRCHaG88MsLaK3595//BmBb9jZGfzqadQfX+Xy/6mLr0a1mib4haUO4s/edJIQmcFrSacw5ew539bmL5RctZ2ybsTw/8HkmtJuA3Wbnvr73cXWXqwEYMW8Ef/vxb5Xml/huV2mamWsXXctVX13FtqPbzOemLZnGdf+9jslfTDY9JDKPZZrlSmuSRdsXsSlrE1d1uYq0qDTeWPcGizMX0zy6Oelx6SgUn2/5nAmfTWDZrmVMWzqN098/nc+3fF7uXFpr5m+ZT0ajDNOwJAiBRFl375hx5xPhUb7PjWcMsa+dYKsR3Lo1oV26nNRr3eXvooYNpdFMwzMkok9v2ixdQvQ555jtGnkkMQtqnkbMmMoTs6pg10LH9WM/uFkzoHQhrex22q9dQ/KdxvuWdZmvEXQJxceOYY/xUTXKw3shb0Vp6UPtdKKLinx6JZg4HIYLu+nJUH6+difUKznmkXE/P99rR9q509t44MvLoGDzZvbce6//vvhBO4s4tvgbjq/7DYBiV7hEsY9FbUl+PrunT2fH5VMo8fDY8KyOcPD118lZsuSE++FJwaY/2PvgQ36PO/fvZ88DD5T2wSP8yRFnhP3kusYqf+NG8jdu9DIwABx+6y3AcKfXTifZC0pj593hEiVljCeV9vv33wlu3hxbVHS5MfIsvVqwYQPbxk9Aa032okUUbttG3MUXe59rk/cu+eG3fJSZBJx7DCODe3f7iCuZqS0snMTrriV+ssd53Z4MrdvQ5MkniBo6xMsw6A4PceeIsMfFEj1ihM/3tcfE0PqrL2l0r5/cBUeOel0XgBmiUVwmpK1sIk+lFPGXXur7+1iGFh55IoyTV2z08wyfcFOZkcFeUa4IP5TknZrXcdHevQSnptLs5ZfLHQvr1g2gSvfbmqYW7s7+0VrPAmYBZGRknHidDkFooDSPbs688+Yx9OOhAHRN7kqvlF4MbzmcOevmmO3e2/AekcGRrN6/mubRzbmyy5V+z3kg7wC3LL6FdYfW8ciZjzCq1SgmfDaBbdnbALi/7/0khSUR6ijv8hpsD+byzpeTEJbAXcvu4px557ArZxd9Uvpwe8btXP/f63n111d5cfCL1ftBePDK6lcAo+zhMwOeQSnF+HbjCbIFmW7+wfZgHjqj/I+TW3rcQkFxAW+vf5v3N75PWlQaZzU7i8U7FtMrpVe5BfYPe4wfKJ0TOrP6wGqOFx1n7H/G8li/x0gITWDD4Q1EBUfxR9YfPLTiIXqn9Oa+5fcRHxrPl+O+9PkZVhdZ+VkkhyVza49bubHbjXR/pztdk7ry7oh3AaMc5aAPB5EalUr7hPaU6BJ+3PMjd353J5nHMrmu63XmuX7a+xPbsreZuUAEIeDw2ImNHDKYlHvvxblnD7aICELbp7PrdsNNO+mWW8x2Vg6XcNPojukn/dqYUaM4+sk8Ivqe7vV8UCOj3GHk4MHkrVpF3CWTsSfEYwsPJ2rgwCqd270LZxoZXJ4S0aNHm208E/u5jRIV0fiRv7Lnbt+Lnapw6B+vE9a1K/bY2HKL0XKl/NxPO53snDqVnP+Wz3NhUlTE8VU/k+/eafXhyeA2PHiGa+iCAnKXlhoZ8n/7rdx743Eqt+t63qqf/fcFwxDk3O7tqq6dhey84QYAWnzysfm+xQcPkr3wS6KHl7quu3fTC7dv90r4qAsLce7dS1BKCsWHTz18suDPzRUez/l6MWhNzHnnGn09dIjCzEyCU1PNPuatXIkuLmbrmLE+z+H2LCjckcm2iRd4HXPu2u1qU1CuPRh5LY7O+5T4KZebyWkB8jf9Tmj7DqigoPLJHXO8Q0qK9u/n+M8/s+tm477kSPJOyurWkXTbbRx49lkOvuj7t5Vzzx62jhtvXiPu3Bw2Hzv6QUlJhqdF506EtmtHzOjRHJz1j9L3zMvDuWsX2y640OhTbKyXkS/+iitQNsWh12djCw0lOC3N/K6G9/0/LyNcSV5eucoK/oi/9JIqtYs6ZzjHvlhY+oTDUS5xasnx8mGxiTfeCLqEgy+/4vO8lRkZlMNB6muvknntdRW2ix41iuz584HS/CunQvP33vVZSSO4VSs6bNzg4xW1T50aGQRBOHlSIlL4atxX3PrNrUxsZ9Q3vqTjJaaRIS0qjSdXPQmAw+agRJeQHp/Ovd/fS6eETuzJ3cM757xDmCOMg8cP8tZvb7Hx8Ebsys7dy+7m4RUPk19sTJwvDnqRtnFtK+3TiJYj2JWzi5dWG3GyV592NR0TOjKu7Thmr5vNa7++hrPESeOIxvRK6UVatCtzudYU6aIqJ+/bm7uXfXn7WLZrGePajuPpVU+zcNtCLmp/ETN7zzTdJU8kk/70XtO5redtXDj/Qh5f+TiPr3zcPMcbZ79Bl6TSXb9f9/9Kj+QevHWOsduxK2cXF82/iL8s/YvZ5pbut3Ck4AgvrX6J+VuMieVw/mH+svQvPHzGw8SFxlW5bydCVkEWsaGGG7TD5uCbid8Q7ijdpY0JieHnS7x/bO7J2cO9y+/lpdUv0Ty6OWsPriU2JJbP/vyMJhFNGNHS926FINR33G6piTfcQNItNwMQ0rIlybffBkDU2WeXNyq4yyZ6uBILpUT07Vvhj9hmL76ALixEKUXMyJEndG73oiC4uVE9RtlstFu10meySSj1ZHA0amSGDyTefBPOHTsI79sXW3Aw2mPxHpKebpYRLIstJoYSP3Hdx3/9lYjTTy9/oEwGeXc/9t57n1eZwIow8zT4yEbv3L7Da2EHRg6GvP/9j5D27SnYuJH8td5hZNmfLyCkbRvzsQo2SgDqSsIl4i+7jH0PPez1XL4rnAHg8OzZXsd2TZ1K1PrfUDYbuqTEzPuA1hz6x+tmO/ciPaRDB8JOO63CPlSFwi1b/R8MCjLDGI7++z+AEYqRs3QpLT5439xBLsnJ8ara4I/8Deu9HjtSUijau5fjv/5qXm9geNqEtGlD7g8/cmTeJ2T/5zNC2rQm0hV6UpKbi3NHJjHnnUfxocM+PBnKe4Zsn1y6uLbHx9N+7RpK8vPZ1Ks3xYcOocLDiRzQnwPP+i9r7mmM8sRXHpuwbt1os2QJQY2SzediJ4wnOLUZWR9+SNG+/Rz7ZknpZ9G4ide9M/Haa3Du3k3Bn1tKjYKu715wqvFbz21oKNq3j4PPv1CuD54LcYCY88/HkeCnapRHiGd4RgZNn36ajR5GhqZPPell5AEjPMmTxn/7G7Hnj+Xw3Lm+3wNwJFdsZACI7N+flIcfYu+99xE36SLyVq/2CtMA7zwVnh5OEWec4RX20X7DejZ26Fjpe9ojI8FHwERZzXVJrRgZtNYDauN9BKGh0TiyMR+O/tB8nBiWyLsj3sVhcxBsC+a3Q79xWtJphNhDGP7JcK7/7/UALN1pxNtN+GwCA1IH8PZ6w9WuQ3wH7j/9fq5YeAVp0Wl0TerKTd1uMhetlWG32bmu63VkNMqgSWQTmkQ2AWBcu3G8s/4dXlztbW2f0G4C49uN5+EVD5NblMsn535SoaHhcP5hDuQdMCsMALz666sARAVFMaPXjFPKQ+GwOZh99mzu+/4+FmcuZnSr0SzZuYTHfnqM23reRkpECl/v+Jo1B9cwpVPp7n7TyKbMGjaLBVsW8MZvRrxp9+TupMenk1eUxxvr3uDa064l1BHK8788z5h/j2F6r+n0SelDUnjlE1hV0Vqz89hOM5wF8PrbH40jG3N/3/sZOW8kd3x7h9exp/o/VaOeF4JQk0QOGsTBl18mcrCPcn349lpQdjuN7rqLiDPPqOnuWZKyCRxPhKCmTYkcOJBID88HewXGHrcxImnqVGJGj6Jw+3avWHuAvFVGHHpQWhotP/qQXdOm+YyFTn3xhQqTsNliysfch3bsSP760oVoyr33sPOmm6tsYPCkMDOTbZMuLvf8jiuvQnvswGZ/9RUUFxM1ZAgFGzeWc73OXb7ca6dUhYRgc4UD2ePjzZh6gIRrr+XQa68Zx3y4fR/54J+l7+sKGYgaPpxjC43FXP6aNYR168a+Rx8j652Ky4IWbNjg1/PjRCjY8ie2yEhC27c3x9ZNUHKy39wT2y+5FO10Yo+Lozgry+tz8Mfh2XO8Hoe0bk3R3r2G0cdmIyg1FWdmJjumXIE9IcHL1X/nTTeT8sADxI47n4LNm0FrQtPTyVu5Cu10cmj2HKM07DVXU5KbU/atvbDHxqKCgrDZ7Ub4R0kJKiio3LUORuhX2QSjAI4mjc2cAW4PobJ4GhgAHHFxRJ9zDvnr13Noxevs+6tRQaLVFwsIapTs5YFhj4nBHhND6iseLvzuRNM2ZebzAHyGzCTdegv22FjTyNBo5p3EXnhhuXZuEm+6kezPPzf1eC6uYyeMJ3r4cACaPPkEu6cbv2tK8ryNDO5kt8FpzfFHRQkuPYmbMIE4j7wJJbm5/N6ztJqFP48Iz8SWwW1an9BvWE+PlJC2bUwvm/qCeDIIgsXomtTV/NvT+2B0q9Es2LqAPo370D6+PVuObmFJ5hLTwOCwORjWYhidEjrx3YXfEWQLOukFe0aKd5mgppFNWXbRMrTWhNhDWLpzKTcvvpmPNn3ER5tKa133eKcHLaJbcGP3GxmYOpAQewjOEiebszaTlZ/F1CVTzRwHI1uNJD40ng82foCzxMmsYbOqpcpATEgMT/R/gi+2fsGw5sPos70PD654kClfeocMeHo2ALSPb0/7+PZc0fkKvt31Le3i2gFwa/dbGZw2mE4JnXDYHHRN6sqt39zKzO+MRJ+dEzpzWefLGNBswCkv5r/c/iWbj2xmcofJJ/za1KhUXh36Kq+sfoVpGdPIys/iaOFRhjUfdkp9EoS6JKxzp5NyHa2qi65QvdhCQ70XKZVgj4nxGl9fiy5HomFotbtKZDZ56il+79rNq01Ihw6E9+pFh40b2NC+g8/38kyk1uylFwnt3IWs997zMjL4K3/a8tN5bB17foVa/C3SnXu8k8kd/fRf2KKjCe/dq8Lzmf0OCTbL+4V17UrRvn2Edj2N+IsvNnf7wffuti9ix483jQzHvl6MIymJrA8+qORVBgUenhH+sEVHe5VQjDirH7nfluZBKtyyleC0NJq/+w4HX3nFLPcJmMYUX7i9B4JSUynOymL/M/49APwR0qZ16a5zSQnBLVvgdJURLJtLQDud7Ln7boIap1DoCrMJSU8n/7f16OPH2f+k4WkaNWggRz7+xOu1ZQ0W7qSSymYzEpAePWpUhHE4aPfjD2R/9RV7773PaBsVRVFeHjgcXuFi4T16kr17PpFDBpsJW6tKwlVXYY+NZf+TTwGl4Uy20FBskZFe4WZen4HLO0fZbF5JU8smKwUI793bq1xnSPsOfj2YwPBIi7v0ErLefofg5t6GgKTbS5PPxowebRoZ4i66kNzvvzeNQ+5wq/Ae3cudXwUFoZ1OHMnJ5Y5VBXe1DIBmr75CWKdOppHGTXDr1iRedz2Fm/+kcNs2mjzyyAm9h6dhJfmOGUT2O/Ok+lpTiJFBEBoID5/xMNMyppEQZrieFRYXsvXoVg4dP0TTqKakRqWabYPt/mtznyyeoQsDUgew9rK1fLXtK6YtncbkDpPZcnQLy3cvZ1v2NqYv9R8vfEaTM0iPT2dqj6kopZjWcxo2ZavWKjYh9hDGtBkDwHltzqNP4z4s2r6IXGcue3P30julN4PTBvt8bWxoLOe2Ptd8bLfZvQw/vVJ6sXTiUjZlbWLqkqmsO7SO6Uun0zSyKVM6TWFC+oQTKhWZ68wl3BHO1uytPLziYdLj0s2+nyinNzmd05v4cAkWBEEIUIKaNyfxhhvMGP2yC5ekabeTePXV5uOUBx4g+8uFhLbvwOE3SishFHvsNodnZGCPifFaSIB3Aj8wPB0aP/oooentynk9tFm6FIqL2DzI91xinqNzZ47/XBriVrR3L1HnDMcWHlHBq0qJGTWabJdRIPKsfsRdVFr2zjNhYVCTJlU6X9hppQb246tXU3z0KAqwe4SsnCyOpCRUSIiXkSH+kku8jAwlx44R5NpdtseVCTsMcpTz1gC8KoMENW1C/po15HzzTYV9afbKy+y83shHEdK2LQV//EFI+w5mmAoYC13PvvmqXLPjiiuJmzQJW0QEQU2aYE9M8PLo2DJqtFf70E6dzGoQbjzLy4a0aMHxX3818yvYY2KImzDBNDK4zx09bBjZCxZ4nTfx+ut8VlCoDHtMDAlXXklJQQFBKY3N31vK4SB91Uq/rwvvbizeIwcMIHvhl+bzx1evBqD53LlsnzTJ0NWuHWEeRiJ7dOUJFd05RILKeBs4ylwXKQ89iC0sjKghQ+iwcQPbJ19iGBlcOSNs4eHlQqnarVpJ8ZEj5kI+5YEHCO3QvtI+edLyP/+mJDub8IwMnyU2W39ueG1EDT+bQ6++ZnpmVUSzl18mqFlp6EXjRx9lz8yZXiFS9QUxMghCA8Fus5sGBjAMCenx6XXYIxjWYhhrW3jHk/605ycyj2XywIoHvJ63KzuTOkzijl7e7vzV4b1QGSkRKVzSsfp2NoPsQXRK7MR/xvwHu7Lz3c7veG3Na/z1x79it9kZ3248SzKX8OTKJ+nRqAcPnf5QOSPK7pzdPLHyCb7e8TWNwhuxL8/4cffMgGdq5TMRBEEIBJRSZj4ON8nTpxPUrBlRAweYWfXdxF14AXEXGnkEjn31lel+r/MLaLVgAUEpjcwd86AmjQGjVF7zt97CFhLC7jtmABA7cSKJN95gJsRs+tyz7HviCTMZZFnXdMDIB+Iq5RfasSPJM2Zw8IXyseuRZ/XHFuJ/MyBtzmxCu3QxdmLj4zk6/zPj9Ine4XPBbUo9P0I6+PHgcO3oml2MjqbdTz+y/8knOfLRx+StXEncpIuI7N+fzGuvI+b88zk6bx7RI87xqspQEWlvvknu8uWEdetKcXY2OV8vpmDzZoJbtSKyXz86bNxA9qJFZiJEtwu7PdZ7MRk3YQIqNIw9M2cS2qkTtrAw7PHx5P3vF3AZGULT070SBKa9MYf9zz1H/q9rvPJyRA0cSMLVV3Ps66/N/Cz2mGha/etTtl92OXk//khk//4c+2YJUYMGcfjNN4m74EKcOzPRJdrLMyVr7lzCundH2Ww44v3kGACSZ8wgdsJ4CjZs8ArdCWrc2Py76d+fY/OAyhOpxl08icjBg9g9zcgVpQsLfXr6nAhJriSgVSW0Y0far1uLcjjKGeCiR48mvEd30lf/j6K9e8uF69jj4ys9f3CrVrB0KaHtK178x02c6PXYnWfB05iVcPXV7P7LX0i49loKNm/GFhKCzfXdBcx7wokQ2q6d+bc9JoZG99xTzpsBjMTDCVOmlKuYETdpEllz52JPSqT4gGFUihrkPfaxY8cQM+a8at1oqy7EyCAIQr2id+Pe9G7cG4fNwdqDaxndejSHjx9mYFrVspMHEmEOwz11cPPBDEobxMT5E5m1Zha/7PuFz7YYPwp3HNvB/rz9jG0zluEtjRjD19e+zvO/PE+oI5SWMS3Zn2ckEbqt5230adynbsQIgiAECAlXXlGldq2+WEDeTyvJvOoqdEEBIa1aeh13JBuLkIhevc1FUosP/0nRwYNEDfLOAxKclkbqiy8a4RgeC4Jmr7xM9ucLyJ4/n6hBg4geOZJdU6diT0wgok9vDr5U3rMt8swzsFVQws8WHu61aAtt185YRAd7GyZix483d8CVUgQ1aYJzt3dcd9LUqaZrf5wrjMgeHU3MmDEc+ehjABKuuYaglBQ6bNzAwX8YFQlMw4TLcBI3eTJZ777rs78R/9eHiP8rnbtix5T3xovs35/EG25AFy6ThmgAABSOSURBVBURd4GxaCyblM/tpRE71vv1ex/5m7nod6SkYIuIoCQ3l/RffsYWHk7Lvn058sknRPTty+ZBg83FXvK020medjuZN9xofI6uxWyzF54n98cfCe/blzZfGTv0SbfcjAoLMxd7Sbfeii04iE19T6ckN9f0IAhp7TtUIXbiRBKmXA5AeK9eZiLBtDmzvYwMQSkpPl/vxpGSQtH+/TiSkrxyEMT4+ExrA3dy1iZPP8Xh2XNIe+tN8n74gYh+/QAj5MKXd0VZbwRfJN02ldhx5xOcanjiNn/v3QpDZtxEnH462Qu+8DJkxIwaScyoE0tUe6KEdfZdClzZbD5LcsZeMNEwMoRHQHwJiTfd6Pv19dDAAGJkEAShnnJem/M4r03d1/mtLZRSTGg3gYd/eJjPtnzGtaddy1VdruLWb25l+e7lLN+9nDUH13BVl6t4efXLaDQze89kbNux5DnzOFJwxEy0KQiCIJw6tuBgIvr0Jvrc0SRec0254+G9e9H0uWe9DAqVVVBo/d9FXiEbUQMHGrvm11xNcIsWpsu2LcTIo+Dct9ds22rB5+j8/HJJ5CL69SP3u1K3/bBu3jknkmfMICgtjYgzvWO2lVK0X7fWdLFPe/ttDs1+nYTLL+fPs4cTO3Ei4a7Ff4sP3vc6b1iPHjiaNCbi9NO9Fr4Rp5/OgaefIWbsWHJ//InGDz1E1JDBYLcT1LQp+x83Kjcl3nA9kQMGVKnKAxhjUdYjJax7d5Kn/4X9Tz5F9Lmj/bzSKNmaMOVyjq9dR9SwoYR17UrB75u8FqSx48YZn8Gc2QSVSQTY+MEHyL94khlSYo+OJnroUO/+lVnc2iONcJawrl3JXb7cjO0Paeu7Ulf85Zd5PY6bMIGogQPNnCKepM56jaIyISFRQ4dwbNF/afb35zi2eDHBaWmmoSfx5pt8e87UItFDh5qfmbvqhs92I0aQvWCBV4iIP2zBwYS0KQ0TCO/Zs0p9iRk3jtCOHQntWHkVh+oktEsXr2Sr/jDzkri+lyokhHZfLqzwNfURpash02t1kJGRoVeVyRIrCILQkCgqKeKDjR/Qs1FPOiSUuq7uztnNA8sfYMWeFeZzb5/zNt2TyycrEoT6REZGBjK3C0LV0VqT9e57RJ8zHEdiIscWL2bf44/T8pN55sLVTc6y78ldvpykm24kf+PvbJ80iegR59D0mWeqpR9Q8S6pLikBpcq10cXFPiu3ABQfPYotPNyMh7c6u/4ynez582l0111mQtljS5aQ++13ZHmUTmy/Yf0p7Uhrp5OS48fNJJFuCrZsIbh5c7/jUd/QxcVop9NMVmpFshcuJKRdejnPKDeFO3dy/H+rCe/dm839+5N4000k+fFiqAuUUj9rrTMqbSdGBkEQhMDg6+1fM/3b6XSI78C7I96tty5yguBGjAyCUHtopxPsdq+s80LdkrPse3bdcgupr79eropB8ZEjFGdnU3TgQJV34YWGRdGhQ9jj4urVd1qMDIIgCIIgVDtXXnkl69evZ+TIkdxzzz0VthUjgyAIgiBYh6oaGeqPWUQQBEEQhHrNvHnzKC4uZsWKFWzZsoU//vijrrskCIIgCEI9Q4wMgiAIgiBUiSVLljDRVQ5s2LBhLFu2rI57JAiCIAhCfUOMDIIgCIIgVInc3FyaNm0KQHx8PPv27SvXZtasWWRkZJCRkcGBAwdqu4uCIAiCINQxYmQQBEEQBKFKREZGcvy4UXs9JyeHkpKScm2uueYaVq1axapVq0gqU2pPEARBEATrI0YGQRAEQRCqRM+ePc0QiV9//ZUWLVrUbYcEQRAEQah3OOq6A4IgCIIgBAZjxoyhX79+7N69my+++IIffvihrrskCIIgCEI9o96UsFRKHQC218Cp04AdNXDeuiYROOjj+RjgaC33pSbwp88Xgab5RLT5oj7rPVVtvqgvemtCmy/qQm9tafNHTWqua22+qC69daXNDkQDx4CiStr2AH6p5ve36rwO1p7bZV73T33WK/N69VDbmut67pN5/eSoj9rK0lxrXWksZL0xMtQUSqkDVfkgAg2l1CpfNUqVUrO01tfURZ+qE3/6/LQNKM0nos3P6+ut3lPV5uec9UJvTWjz8z61rre2tFXw/jWmua61+aK69NZHbbWBVed1sPbcLvN6ha+vt3plXq+296pVzXU9P8i8ftLnqXfaTpaGkJPhSF13oJb5rK47UAc0NM2i19o0NL3Q8DQ3NL3VTUOb16HhXTOi19o0NL3Q8DSL3gZOQzAy1Ad3rFpDa93gLvKGpln0WpuGphcanuaGprcGaFDzOjS8a0b0WpuGphcanmbRKzQEI8Osuu5ADWFVXW6srE+0BSaiLTARbdbDyrpFW2Ai2gIT0RaYiLYAwPI5GQRBEARBEARBEARBqB0agieDIAiCIAiCIAiCIAi1gBgZBEEQBEEQBEEQBEGoFixlZFBKqbruQ3WjlBqrlLq0rvtRk1hx3ACUUiOUUkPruh81hYxbYGLFcbP6mIE1x60qWFG3zOuBi9XvNTJugYmMW2Bi1XFzE/BGBqVUkFLqZaWUQ1sowYRSqq9S6iPgQSDM9ZxlLkalVJhS6lGllN1K4waglPo/pdTHwKtYbOxk3AITq46blccMrDtulSHzemBi5evVyvcaGbfARMYtMLHyuJUl4I0MQAQwErgGQCkV8JqUUgOBacA/gNuBVACLXYwpwLnA5WCNcQNQSo0D7gZewBi7zmCpsZNxC0wsN24NYMzAguNWRWReD0wseb02gHuNjFtgIuMWmFhy3HwRkMKUUhOUUhmuh82Bt4HxSqlUrXVJoFq7lFITlVIdgR+01uO11l8Ba1zHwuu2d6eOUmqoUqqt62FL4B3gYqVUWiCPG4BS6mylVGNgPnCe1nop8CdwyHU8kLXJuAUgVh03K48ZWHfcKkPm9cDEyterle81Mm6BiYxbYGLlcauIgDIyKKUilVL/BAYCNyulRgBZWut7gY+BmRB41q4yumYAg5RSMa7D7YBorXVenXXwFFFKxSmlFmNY7p5WSnUD/tBaPwZ8BNwJgTdu4KVtNPAa0InS71ULoBsEvDYZtwDCquNm5TED645bZci8HphY+Xq18r1Gxi3gtcm4BRBWHreqEFBGBuA4UIIxYf8VaAYMBtBavwykKqXOgIBzP3HruoNSXWMBtNbLgHTXhRmolrwiYKvW+mbg70B/oC2A1voVjHE7EwJu3KBU203Ac8BZwJkAWutPgTgP62WgIeMWmFh13Kw8ZmDdcasMmddlXq9vWPleI+MWmMi4BSZWHrdKCTRBScA+oA2GC81aoLlSqrvr+GvA3wC01iV10sOTw62rLYauNXjrWoCx8xGo1q7mQJBrF+cb4CDQSSnV3HX8VeARCLhxg1JtscAS4ADQRSmVqpQKBn7DiC8ORGTcAhOrjpuVxwysO26VIfO6zOv1DSvfa2TcAhMZt8DEyuNWKfXeyOBp2dFa7wUUhiuNHfgdyMZwp0FrPR94Ubmo/d5WHT+6OlKq6xiQ5moSBmTWdh9PhTL61gGRwFDXl+hnoCkQ6zr+OQEybuBX2xAPbc2AWK11Ia7kXvUdpVSS63+H+zmrjFsl2gJ63MDYBbXi960CXQE/ZmDdcasKMq8DMq/XK6x4r5F5PTDHDaw9P1h5brfyuJ0M9c7IoJQapZR6TSkVrpRSbsuOUmqkUuplYBvwf8AZWuvDGBN2U/frtdYfaRd10X9/nKSuFq6XP6O1XlEX/a4qSqmeSqkU19+e+kYrpR4FFgOTlJHEayPGTaOr+/X1ddzgpLQ1A3q5Xn6L1np1nXS8Cigj0c584ByXtiLX81YYtxPVFkjjNlAZseu4Pn5LfN9OQlfAjBmAUupMpdQgsNa4VYbM6zKv10X/K0Lm9YAdN5nXA3PcLDu3N9R5vSo4Km9SOyilgjCSPJUA92lXQiRlxOHMBOKB57XWi5VS5wCDlVJTgcMYroj1klPU9QeANix59Z17gCeAvVprrZRKB6YDicALWuuvlVJFwPVKqdZADrCl7rp7QpyMtk0AWuv8uup0RSilmgIPAdFAIVDs0tYBo8xawI7bKWqr7+NmA54HTgN2KaU6a62fUEp1AqZiuGgH3Lidoq56PWZg7rb9HSMk4KhSqp/W+kHXPDCDAP6+VYTM6zKv12NkXg+gcZN5PWDHzbJze0Od108EVZ8MJ0qpGcCvGNb+VOBl4Cpgm9b6HY92CggHxgE7gO+01sW13+OqYVVdYPzY0lo7lVJ/A/ZgxE7txJisvy2jzwEkA+dh3Dy+0fU4Bsni2kYDUVrrua6b3hSt9T1KqeeBdVrrWR5tRVs9QSkVCdyGEcMXD3yqte6nlHoa2KC1ft2jbcBos6ouN8ooy3WH1vo2pVQ88BZwDcaPrK1a61c92gacvoqw6vxnVV1g+bnPytqsPPdZWZtl5z+La2uw83pVqVMjg1KqMzBJa32XMpJ73AhMBL7FiGVUwD+11qtc7e1a62KllNL1yTpSBqvqcuOpz+O51cA/gSyMH127tNYvuY4FjL4GoG2y1vpOz/66Ju+WWuvnlVLB7h02pZRNu+r3ira6o8z9JBp4HCO++xDQF/gSY7Le5GofENekVXW5cem7WGs9UymVCPyAUc5wN0Yd8Dla64882gfMNVkRVp3/rKrLTQOY+6yszcpzn5W1WXL+awDaGty8frLUdU6GNsDFynCfKQRWAs9prWdore8AYoBWYA5UMQREJmar6nLj1tcRTAvdCozs2bOBhRhZtBNcX6xA0md1bRcppTpqrbUyXH7BsKqeq4wdnkLlSlrjtrKKtjrHfU120VpnY7geHsXYPX0WGAmcrZRyBNj9xKq63LTBiMPsqrU+CMzC0HU9oIH9YN5jAu2arAirzn9W1eXG6nOflbVZee6zsjarzn9W19YQ5/WTolaNDEqpNKXUBcpwMQHDhfBTjNg4tNbLtNb/VEqFu47vxZX8SddjtxKr6nJTgb57AbSReCcMiNBaOzFi5uK01ofq+xergWtzum7wvwPfYcTMWeWatKK2uwG01hswFjQLtdZ/YLj6ttNaF9VnfVbV5aYCfXcBaK2fcP39HkZpw26u54vqoLvVhlXnP6vqctPA5z4ra7Pi3GdlbQE//zVQbZae16uLWjMyuFxMPsa4KdytlOoN/FtrPdU4rCa42nUDPlZKvQCcDyyrrT6eDFbV5aYSfTal1IWupu8CZyilXsNIeLKyTjp8AjRwbRPAmJyV4c7WAqPMWr2nAWtTSqkLXE33As8opWZjxBIvr5MOVxGr6nJTiT6UUhMBtNabtNZZwEag3mbLripWnf+sqstNA5/7rKzNqnOflbUF9PzXgLVZdl6vVrTWNfoPI9nRtUAH4G3Xc2djJAIZ4HrcC1gA2FyPu2MkUEqu6f6JrlPW94WHvihgOBBf1/0XbVW/Lj3ahNV1/0XbCV2TfTBc9BrVdf8bmq5quCZHAeF13f/a1E0AzH9W1XUS+qw891lZm5XnPitrC7j5T7RZb16viX81lvhRGfEos10Pj2PE4yjgUYzyMyMwYlte0FrnKKVeArK01vfUSIeqCavqcnOS+g5rre+ti/6eCKKtnLZDWuv76qK/J4JoC7z7iVV1ubHyNVkRVh1Xq+pyI3Nfg9IWEPcZ0RaY9xPRFpjXZF1Rk+ESJcCfWuvLMGrbngk0A9porXMx3EqCMVyewIi5WlyD/akurKrLzcno+6YO+nkyiDZvbUtqv5snhWgLvPuJVXW5sfI1WRFWHVer6nIjc1/D0bak9rt5Uoi2wLyfiLbAvCbrhJo0MtiApQBa693AeowSH6OUUm0wBmsghrUIrfVhrXUgXIhW1eXGyvpEm2irb1hVm1V1ubG6Pn9YVbdVdbmxsj7RJtrqG6JNtAmAo6ZOrI3MmksBlFKpGDVth7iS7jyMUZt4F5BTU32oCayqy42V9Yk20VbfsKo2q+pyY3V9/rCqbqvqcmNlfaJNtNU3RJtoEwxqzMjgRhn1a53AcqVUByAd+BJjsDK11vtqug81gVV1ubGyPtEWmIi2wMOqutxYXZ8/rKrbqrrcWFmfaAtMRFtgItqEKqFrJ1PnuRixLguBS2vjPUWX6BNtoi2Q/llVm1V1NRR9DU23VXU1BH2iLTD/ibbA/Cfa5F9l/2qsuoQnSqmBGKVLntFaF9b4G9YSVtXlxsr6RFtgItoCD6vqcmN1ff6wqm6r6nJjZX2iLTARbYGJaBMqo7aMDErXxhvVMlbV5cbK+kRbYCLaAg+r6nJjdX3+sKpuq+pyY2V9oi0wEW2BiWgTKqNWjAyCIAiCIAiCIAiCIFifmixhKQiCIAiCIAiCIAhCA0KMDIIgCIIgCIIgCIIgVAtiZBAEQRAEQRAEQRAEoVoQI4MgCDWCUuoBpdQAP8e6KaW61XKXBEEQBEE4SWReFwShqoiRQRCEuqCb658gCIIgCIGPzOuCIJg46roDgiBYB6VUHPARYAcUsEoptRCIADZrracopR4FxrraX6K1HqyUCgfeBpKBtVrrG+tGgSAIgiAIbmReFwThZBBPBkEQqpNrgPla64GAE2gMvAAMAVoopRpprWcCjwGPaa0He7xundb6LKCxUuq0Oui7IAiCIAjeyLwuCMIJI0YGQRCqk5bAr66/V2H8ILkKeA+IB8L8vC4dGKuUWgK0AprWbDcFQRAEQagCMq8LgnDCiJFBEITqZAfQyfV3N+BK4GPgIiDXo91xIBxAKaWA34HntNYDgHtc5xEEQRAEoW6ReV0QhBNGaa3rug+CIFgEpVQiRuymAoKAL4GJQBZGPOd0rfX3Sql44EOMHZCZwM/AG0AKkA1M0lpn174CQRAEQRDcyLwuCMLJIEYGQRAEQRAEQRAEQRCqBQmXEARBEARBEARBEAShWhAjgyAIgiAIgiAIgiAI1YIYGQRBEARBEARBEARBqBbEyCAIgiAIgiAIgiAIQrUgRgZBEARBEARBEARBEKoFMTIIgiAIgiAIgiAIglAtiJFBEARBEARBEARBEIRq4f8Bio2GBeqGeBIAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1296x576 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#将上述函数计算得到的结果进行可视化\n",
    "df[['close','atr','natr','trange']].plot(figsize=(18,8),\n",
    "       subplots = True,layout=(2, 2))\n",
    "plt.subplots_adjust(wspace=0,hspace=0.2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Math Operator Functions数学运算"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-03-03T03:17:33.728474Z",
     "start_time": "2019-03-03T03:17:33.511004Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>open</th>\n",
       "      <th>close</th>\n",
       "      <th>high</th>\n",
       "      <th>low</th>\n",
       "      <th>add</th>\n",
       "      <th>sub</th>\n",
       "      <th>mult</th>\n",
       "      <th>div</th>\n",
       "      <th>sum</th>\n",
       "      <th>min</th>\n",
       "      <th>max</th>\n",
       "      <th>minidx</th>\n",
       "      <th>maxidx</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2019-02-25</th>\n",
       "      <td>2838.39</td>\n",
       "      <td>2961.28</td>\n",
       "      <td>2961.80</td>\n",
       "      <td>2838.39</td>\n",
       "      <td>5800.19</td>\n",
       "      <td>123.41</td>\n",
       "      <td>8.406744e+06</td>\n",
       "      <td>1.043479</td>\n",
       "      <td>79163.63</td>\n",
       "      <td>2526.46</td>\n",
       "      <td>2961.28</td>\n",
       "      <td>979</td>\n",
       "      <td>1008</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-02-26</th>\n",
       "      <td>2969.10</td>\n",
       "      <td>2941.52</td>\n",
       "      <td>2995.68</td>\n",
       "      <td>2938.62</td>\n",
       "      <td>5934.30</td>\n",
       "      <td>57.06</td>\n",
       "      <td>8.803165e+06</td>\n",
       "      <td>1.019417</td>\n",
       "      <td>79578.69</td>\n",
       "      <td>2535.10</td>\n",
       "      <td>2961.28</td>\n",
       "      <td>981</td>\n",
       "      <td>1008</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-02-27</th>\n",
       "      <td>2939.93</td>\n",
       "      <td>2953.82</td>\n",
       "      <td>2997.49</td>\n",
       "      <td>2924.64</td>\n",
       "      <td>5922.13</td>\n",
       "      <td>72.85</td>\n",
       "      <td>8.766579e+06</td>\n",
       "      <td>1.024909</td>\n",
       "      <td>79988.17</td>\n",
       "      <td>2535.10</td>\n",
       "      <td>2961.28</td>\n",
       "      <td>981</td>\n",
       "      <td>1008</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-02-28</th>\n",
       "      <td>2950.05</td>\n",
       "      <td>2940.95</td>\n",
       "      <td>2965.30</td>\n",
       "      <td>2930.20</td>\n",
       "      <td>5895.50</td>\n",
       "      <td>35.10</td>\n",
       "      <td>8.688922e+06</td>\n",
       "      <td>1.011979</td>\n",
       "      <td>80394.02</td>\n",
       "      <td>2535.77</td>\n",
       "      <td>2961.28</td>\n",
       "      <td>983</td>\n",
       "      <td>1008</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-03-01</th>\n",
       "      <td>2954.40</td>\n",
       "      <td>2994.00</td>\n",
       "      <td>2994.00</td>\n",
       "      <td>2930.83</td>\n",
       "      <td>5924.83</td>\n",
       "      <td>63.17</td>\n",
       "      <td>8.774905e+06</td>\n",
       "      <td>1.021554</td>\n",
       "      <td>80834.19</td>\n",
       "      <td>2535.77</td>\n",
       "      <td>2994.00</td>\n",
       "      <td>983</td>\n",
       "      <td>1012</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               open    close     high      low      add     sub          mult  \\\n",
       "date                                                                            \n",
       "2019-02-25  2838.39  2961.28  2961.80  2838.39  5800.19  123.41  8.406744e+06   \n",
       "2019-02-26  2969.10  2941.52  2995.68  2938.62  5934.30   57.06  8.803165e+06   \n",
       "2019-02-27  2939.93  2953.82  2997.49  2924.64  5922.13   72.85  8.766579e+06   \n",
       "2019-02-28  2950.05  2940.95  2965.30  2930.20  5895.50   35.10  8.688922e+06   \n",
       "2019-03-01  2954.40  2994.00  2994.00  2930.83  5924.83   63.17  8.774905e+06   \n",
       "\n",
       "                 div       sum      min      max  minidx  maxidx  \n",
       "date                                                              \n",
       "2019-02-25  1.043479  79163.63  2526.46  2961.28     979    1008  \n",
       "2019-02-26  1.019417  79578.69  2535.10  2961.28     981    1008  \n",
       "2019-02-27  1.024909  79988.17  2535.10  2961.28     981    1008  \n",
       "2019-02-28  1.011979  80394.02  2535.77  2961.28     983    1008  \n",
       "2019-03-01  1.021554  80834.19  2535.77  2994.00     983    1012  "
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df=get_data('sh')[['open','close','high','low']]\n",
    "#最高价与最低价之和\n",
    "df['add']=ta.ADD(df.high,df.low)\n",
    "#最高价与最低价之差\n",
    "df['sub']=ta.SUB(df.high,df.low)\n",
    "#最高价与最低价之乘\n",
    "df['mult']=ta.MULT(df.high,df.low)\n",
    "#最高价与最低价之除\n",
    "df['div']=ta.DIV(df.high,df.low)\n",
    "#收盘价的每30日移动求和\n",
    "df['sum']=ta.SUM(df.close, timeperiod=30)\n",
    "#收盘价的每30日内的最大最小值\n",
    "df['min'], df['max'] = ta.MINMAX(df.close, timeperiod=30)\n",
    "#收盘价的每30日内的最大最小值对应的索引值（第N行）\n",
    "df['minidx'], df['maxidx'] = ta.MINMAXINDEX(df.close, timeperiod=30)\n",
    "df.tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-03-03T04:12:51.561070Z",
     "start_time": "2019-03-03T04:12:49.715731Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1296 with 8 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#将上述函数计算得到的结果进行可视化\n",
    "df[['close','add','sub','mult','div','sum','min','max']].plot(figsize=(20,18),\n",
    "       subplots = True,\n",
    "       layout=(4, 2))\n",
    "plt.subplots_adjust(wspace=0,hspace=0.2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Statistic Functions统计学函数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 142,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-03-03T10:36:15.963823Z",
     "start_time": "2019-03-03T10:36:15.470778Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df=get_data('sh')[['open','close','high','low']]\n",
    "#收盘价对时间t的线性回归预测值\n",
    "df['linearreg']=ta.LINEARREG(df.close, timeperiod=14)\n",
    "#时间序列预测值\n",
    "df['tsf']=ta.TSF(df.close, timeperiod=14)\n",
    "#画图\n",
    "df.loc['2018-08-01':,['close','linearreg','tsf']].plot(figsize=(12,6))\n",
    "ax = plt.gca()  \n",
    "ax.spines['right'].set_color('none') \n",
    "ax.spines['top'].set_color('none')   \n",
    "plt.title('上证指数走势及其预测',fontsize=15)\n",
    "plt.xlabel('')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 180,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-03-03T11:20:26.759917Z",
     "start_time": "2019-03-03T11:20:25.787483Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x576 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df['beta']=ta.BETA(df.high,df.low,timeperiod=5)\n",
    "df['correl']=ta.CORREL(df.high, df.low, timeperiod=30)\n",
    "df['stdev']=ta.STDDEV(df.close, timeperiod=5, nbdev=1)\n",
    "#将上述函数计算得到的结果进行可视化\n",
    "df[['close','beta','correl','stdev']].plot(figsize=(18,8),\n",
    "       subplots = True,layout=(2, 2))\n",
    "plt.subplots_adjust(wspace=0,hspace=0.2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Math Transform Functions数学转换函数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 190,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-03-03T12:27:00.470186Z",
     "start_time": "2019-03-03T12:26:59.116676Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x576 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df=get_data('sh')[['open','close','high','low']]\n",
    "df['sin']=ta.SIN(df.close)\n",
    "df['cos']=ta.COS(df.close)\n",
    "df['ln']=ta.LN(df.close)\n",
    "#将上述函数计算得到的结果进行可视化\n",
    "df[['close','sin','cos','ln']].plot(figsize=(18,8),\n",
    "       subplots = True,layout=(2, 2))\n",
    "plt.subplots_adjust(wspace=0,hspace=0.2)"
   ]
  }
 ],
 "metadata": {
  "hide_input": false,
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
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